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CHANGELOG\n\n## [0.1.2] - 2024-02-13\n\n- Add maintainers and keywords from library.json (llamahub)\n","llama-index-integrations/tools/llama-index-tools-arxiv/README.md":"# ArXiv Search Tool\n\nThis tool connects to ArXiv and allows an Agent to search for recent papers and their summaries to retrieve recent information on mathematical and scientific information\n\n## Usage\n\nThis tool has a more extensive example usage documented in a Jupyter notebook [here](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-arxiv/examples/arxiv.ipynb).\n\nHere's an example usage of the ArxivToolSpec.\n\n```python\nfrom llama_index.tools.arxiv import ArxivToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.llms.openai import OpenAI\n\ntool_spec = ArxivToolSpec()\n\nagent = FunctionAgent(\n    tools=tool_spec.to_tool_list(), llm=OpenAI(model=\"gpt-4.1\")\n)\n\nawait agent.run(\"What's going on with the superconductor lk-99\")\nawait agent.run(\"what are the latest developments in machine learning\")\n```\n\n`arxiv_query`: Search arXiv for results related to the query\n\nThis loader is designed to be used as a way to load data as a Tool in a Agent.\n","llama-index-integrations/tools/llama-index-tools-artifact-editor/README.md":"# Artifact Editor Tool Spec\n\n```bash\npip install llama-index-tools-artifact-editor\n```\n\nThe `ArtifactEditorToolSpec` is a stateful tool spec that allows you to edit an artifact in-memory.\n\nUsing JSON patch operations, an LLM/Agent can be prompted to create, modify, and iterate on an artifact like a report, code, or anything that can be represented as a Pydantic model.\n\nThe tool package also includes an `ArtifactMemoryBlock` that can be used to store the artifact and inject it into the LLM/Agent's memory.\n\n## Usage\n\nBelow is an example of how to use the `ArtifactEditorToolSpec` and `ArtifactMemoryBlock` to create and iterate on a report.\n\n```python\nimport asyncio\nfrom pydantic import BaseModel, Field\nfrom typing import List, Literal, Optional, Any\n\nfrom llama_index.core.agent.workflow import (\n    FunctionAgent,\n    AgentStream,\n    ToolCallResult,\n)\nfrom llama_index.core.memory import Memory\nfrom llama_index.tools.artifact_editor import (\n    ArtifactEditorToolSpec,\n    ArtifactMemoryBlock,\n)\nfrom llama_index.llms.openai import OpenAI\n\n# Define the Artifact Pydantic Model\n\n\nclass TextBlock(BaseModel):\n    type: Literal[\"text\"] = \"text\"\n    content: str = Field(description=\"The content of the text block\")\n\n\nclass TableBlock(BaseModel):\n    type: Literal[\"table\"] = \"table\"\n    headers: List[str] = Field(description=\"The headers of the table\")\n    rows: List[List[str]] = Field(description=\"The rows of the table\")\n\n\nclass ImageBlock(BaseModel):\n    type: Literal[\"image\"] = \"image\"\n    image_url: str = Field(description=\"The URL of the image\")\n\n\nclass Report(BaseModel):\n    \"\"\"Creates an instance of a report, which is a collection of text, tables, and images.\"\"\"\n\n    title: str = Field(description=\"The title of the report\")\n    content: List[TextBlock | TableBlock | ImageBlock] = Field(\n        description=\"The content of the report\"\n    )\n\n\n# Initialize the tool spec and tools\ntool_spec = ArtifactEditorToolSpec(Report)\ntools = tool_spec.to_tool_list()\n\n# Initialize the memory\nmemory = Memory.from_defaults(\n    session_id=\"artifact_editor_01\",\n    memory_blocks=[ArtifactMemoryBlock(artifact_spec=tool_spec)],\n    token_limit=60000,\n    chat_history_token_ratio=0.7,\n)\n\n# Create the agent\nagent = FunctionAgent(\n    tools=tools,\n    llm=OpenAI(model=\"o3-mini\"),\n    system_prompt=\"You are an expert in writing reports. When you write a report, I will be able to see it (and also any changes you make to it!), so no need to repeat it back to me once its written.\",\n)\n\n\n# Run the agent in a basic chat loop\n# As it runs, the artifact will be updated in-memory and\n# can be accessed via the `get_current_artifact` method.\nasync def main():\n    while True:\n        user_msg = input(\"User: \").strip()\n        if user_msg.lower() in [\"exit\", \"quit\"]:\n            break\n\n        handler = agent.run(user_msg, memory=memory)\n        async for ev in handler.stream_events():\n            if isinstance(ev, AgentStream):\n                print(ev.delta, end=\"\", flush=True)\n            elif isinstance(ev, ToolCallResult):\n                print(\n                    f\"\\n\\nCalling tool: {ev.tool_name} with kwargs: {ev.tool_kwargs}\"\n                )\n\n        response = await handler\n        print(str(response))\n        print(\"Current artifact: \", tool_spec.get_current_artifact())\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\nWhen running this, you might initially ask the agent:\n\n```\nUser: Create a ficticous report about the history of the internet\n```\n\nAnd you will get a report with a list of blocks. Try asking it to modify the report!\n\n```\nUser: Move the image to the top of the report\n```\n\nAnd you will get a report with the image moved to the top.\n\nCheck out the documentation for more example on [agents](https://docs.llamaindex.ai/en/stable/understanding/agent/), [memory](https://docs.llamaindex.ai/en/stable/module_guides/deploying/agents/memory/), and [tools](https://docs.llamaindex.ai/en/stable/module_guides/deploying/agents/tools/).\n","llama-index-integrations/tools/llama-index-tools-artifact-editor/CHANGELOG.md":"# CHANGELOG\n\n## [0.1.0] - 2025-02-11\n\n- Add a basic MCP ToolSpec to connect to MCP Server and get tools.\n","llama-index-integrations/tools/llama-index-tools-agentql/README.md":"# llama-index-tools-agentql\n\n[AgentQL](https://www.agentql.com/) provides web interaction and structured data extraction from any web page using an [AgentQL query](https://docs.agentql.com/agentql-query) or a Natural Language prompt. AgentQL can be used across multiple languages and web pages without breaking over time and change.\n\n> **Warning**\n> Only supports async functions and playwright browser APIs, please refer to the following PR for more details: https://github.com/run-llama/llama_index/pull/17808\n\n## Installation\n\n```bash\npip install llama-index-tools-agentql\n```\n\nYou also need to configure the `AGENTQL_API_KEY` environment variable. You can acquire an API key from our [Dev Portal](https://dev.agentql.com).\n\n## Overview\n\nAgentQL provides the following three function tools:\n\n- **`extract_web_data_with_rest_api`**: Extracts structured data as JSON from a web page given a URL using either an [AgentQL query](https://docs.agentql.com/agentql-query/query-intro) or a Natural Language description of the data.\n\n- **`extract_web_data_from_browser`**: Extracts structured data as JSON from the active web page in a browser using either an [AgentQL query](https://docs.agentql.com/agentql-query/query-intro) or a Natural Language description. **This tool must be used with a Playwright browser.**\n\n- **`get_web_element_from_browser`**: Finds a web element on the active web page in a browser using a Natural Language description and returns its CSS selector for further interaction. **This tool must be used with a Playwright browser.**\n\nYou can learn more about how to use AgentQL tools in this [Jupyter notebook](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-agentql/examples/AgentQL_browser_agent.ipynb).\n\n### Extract data using REST API\n\n```python\nfrom llama_index.tools.agentql import AgentQLRestAPIToolSpec\n\nagentql_rest_api_tool = AgentQLRestAPIToolSpec()\nawait agentql_rest_api_tool.extract_web_data_with_rest_api(\n    url=\"https://www.agentql.com/blog\",\n    query=\"{ posts[] { title url author date }}\",\n)\n```\n\n### Work with data and web elements using browser\n\n#### Setup\n\nIn order to use the `extract_web_data_from_browser` and `get_web_element_from_browser`, you need to have a Playwright browser instance. If you do not have an active instance, you can initiate one using the `create_async_playwright_browser` utility method from LlamaIndex's Playwright ToolSpec.\n\n> **Note**\n> AgentQL browser tools are best used along with LlamaIndex's [Playwright tools](https://docs.llamaindex.ai/en/stable/api_reference/tools/playwright/).\n\n```python\nfrom llama_index.tools.playwright.base import PlaywrightToolSpec\n\nasync_browser = await PlaywrightToolSpec.create_async_playwright_browser()\n```\n\nYou can also use an existing browser instance via Chrome DevTools Protocol (CDP) connection URL:\n\n```python\np = await async_playwright().start()\nasync_browser = await p.chromium.connect_over_cdp(\"CDP_CONNECTION_URL\")\n```\n\n#### Extract data from the active browser page\n\n```python\nfrom llama_index.tools.agentql import AgentQLBrowserToolSpec\n\nplaywright_tool = PlaywrightToolSpec(async_browser=async_browser)\nawait playwright_tool.navigate_to(\"https://www.agentql.com/blog\")\n\nagentql_browser_tool = AgentQLBrowserToolSpec(async_browser=async_browser)\nawait agentql_browser_tool.extract_web_data_from_browser(\n    prompt=\"the blog posts with title and url\",\n)\n```\n\n#### Find a web element on the active browser page\n\n```python\nnext_page_button = await agentql_browser_tool.get_web_element_from_browser(\n    prompt=\"The next page navigation button\",\n)\n\nawait playwright_tool.click(next_page_button)\n```\n\n## Agentic Usage\n\nThis tool has a more extensive example for agentic usage documented in this [Jupyter notebook](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-agentql/examples/AgentQL_browser_agent.ipynb).\n\n## Run tests\n\nIn order to run integration tests, you need to configure LLM credentials by setting the `OPENAI_API_KEY` and `AGENTQL_API_KEY` environment variables first. Then run the tests with the following command:\n\n```bash\nmake test\n```\n","llama-index-integrations/tools/llama-index-tools-airweave/README.md":"# LlamaIndex Tools Integration: Airweave\n\nThis tool connects your LlamaIndex agent to [Airweave](https://airweave.ai/), an open-source platform that makes any app searchable by syncing data from various sources with minimal configuration.\n\n## Installation\n\n```bash\npip install llama-index-tools-airweave llama-index-llms-openai\n```\n\n## Prerequisites\n\n1. An Airweave account and API key\n2. At least one collection set up with synced data\n\nGet started at [Airweave](https://airweave.ai/)\n\n## Usage\n\n### Basic Usage\n\n```python\nimport os\nimport asyncio\nfrom llama_index.tools.airweave import AirweaveToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.llms.openai import OpenAI\n\n# Initialize the Airweave tool\nairweave_tool = AirweaveToolSpec(\n    api_key=os.environ[\"AIRWEAVE_API_KEY\"],\n)\n\n# Create an agent with the Airweave tools\nagent = FunctionAgent(\n    tools=airweave_tool.to_tool_list(),\n    llm=OpenAI(model=\"gpt-4o-mini\"),\n    system_prompt=\"\"\"You are a helpful assistant that can search through\n    Airweave collections to answer questions about your organization's data.\"\"\",\n)\n\n\n# Use the agent to search your data\nasync def main():\n    response = await agent.run(\n        \"Search the finance-data collection for Q4 revenue reports\"\n    )\n    print(response)\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\n## Available Tools\n\n### `search_collection`\n\nSimple search in a collection with default settings (most common use case).\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n- `query` (str): Your search query\n- `limit` (int, optional): Max results to return (default: 10)\n- `offset` (int, optional): Pagination offset (default: 0)\n\n### `advanced_search_collection`\n\nAdvanced search with full control over retrieval parameters.\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n- `query` (str): Your search query\n- `limit` (int, optional): Max results to return (default: 10)\n- `offset` (int, optional): Pagination offset (default: 0)\n- `retrieval_strategy` (str, optional): \"hybrid\", \"neural\", or \"keyword\"\n- `temporal_relevance` (float, optional): Weight recent content (0.0-1.0)\n- `expand_query` (bool, optional): Generate query variations\n- `interpret_filters` (bool, optional): Extract filters from natural language\n- `rerank` (bool, optional): Use LLM-based reranking\n- `generate_answer` (bool, optional): Generate natural language answer\n\n**Returns:**\nDictionary with `documents` list and optional `answer` field.\n\n### `search_and_generate_answer`\n\nConvenience method that searches and returns a direct natural language answer (RAG-style).\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n- `query` (str): Your question in natural language\n- `limit` (int, optional): Max results to consider (default: 10)\n- `use_reranking` (bool, optional): Use reranking (default: True)\n\n**Returns:**\nNatural language answer string.\n\n### `list_collections`\n\nList all collections in your organization.\n\n**Parameters:**\n\n- `skip` (int, optional): Pagination skip (default: 0)\n- `limit` (int, optional): Max collections to return (default: 100)\n\n### `get_collection_info`\n\nGet detailed information about a specific collection.\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n\n## Advanced Examples\n\n### Direct Tool Usage\n\nYou can use the tools directly without an agent:\n\n```python\nfrom llama_index.tools.airweave import AirweaveToolSpec\n\nairweave_tool = AirweaveToolSpec(api_key=\"your-key\")\n\n# List collections\ncollections = airweave_tool.list_collections()\nprint(f\"Found {len(collections)} collections\")\n\n# Simple search\nresults = airweave_tool.search_collection(\n    collection_id=\"finance-data\", query=\"Q4 revenue reports\", limit=5\n)\n\nfor doc in results:\n    print(f\"Score: {doc.metadata.get('score', 'N/A')}\")\n    print(f\"Text: {doc.text[:200]}...\")\n```\n\n### Advanced Search Options\n\n```python\n# Advanced search with all options\nresult = airweave_tool.advanced_search_collection(\n    collection_id=\"finance-data\",\n    query=\"Q4 revenue reports\",\n    limit=20,\n    retrieval_strategy=\"hybrid\",  # hybrid, neural, or keyword\n    temporal_relevance=0.3,  # Weight recent content (0.0-1.0)\n    expand_query=True,  # Query expansion for better recall\n    interpret_filters=True,  # Extract filters from natural language\n    rerank=True,  # LLM reranking for better relevance\n    generate_answer=True,  # Generate natural language answer\n)\n\n# Access results\ndocuments = result[\"documents\"]\nif \"answer\" in result:\n    print(f\"Generated Answer: {result['answer']}\")\n```\n\n### RAG-Style Direct Answers\n\n```python\n# Get a direct answer instead of raw documents\nanswer = airweave_tool.search_and_generate_answer(\n    collection_id=\"finance-data\",\n    query=\"What was our Q4 revenue growth?\",\n    limit=10,\n    use_reranking=True,\n)\nprint(answer)  # \"Q4 revenue grew by 23% to $45M compared to Q3...\"\n```\n\n### Using Different Retrieval Strategies\n\n```python\n# Keyword search for exact term matching\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"legal-docs\",\n    query=\"GDPR compliance\",\n    retrieval_strategy=\"keyword\",  # Use BM25 keyword search\n)\n\n# Neural search for semantic understanding\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"research-papers\",\n    query=\"papers about transformer architectures\",\n    retrieval_strategy=\"neural\",  # Pure semantic search\n)\n\n# Hybrid search (default) - best of both worlds\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"all-docs\",\n    query=\"machine learning best practices\",\n    retrieval_strategy=\"hybrid\",  # Combines semantic + keyword\n)\n```\n\n### Temporal Relevance\n\nWeight recent documents higher in results:\n\n```python\n# Strongly prefer recent content\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"news-articles\",\n    query=\"AI breakthroughs\",\n    temporal_relevance=0.8,  # 0.0 = no recency bias, 1.0 = only recent matters\n)\n```\n\n### Agent with Advanced Search\n\nAgents can automatically leverage these features:\n\n```python\nagent = FunctionAgent(\n    tools=airweave_tool.to_tool_list(),\n    llm=OpenAI(model=\"gpt-4o-mini\"),\n    system_prompt=\"\"\"You have access to advanced Airweave search capabilities:\n    - Use search_collection for simple queries\n    - Use advanced_search_collection when you need temporal filtering, reranking, etc.\n    - Use search_and_generate_answer to get direct answers from documents\n\n    When searching recent information, use temporal_relevance.\n    When you need precise answers, use search_and_generate_answer.\n    \"\"\",\n)\n\n\nasync def main():\n    response = await agent.run(\n        \"Search for recent updates in the engineering-docs collection and summarize them\"\n    )\n    print(response)\n\n\nasyncio.run(main())\n```\n\n## Custom Base URL\n\nIf you're self-hosting Airweave:\n\n```python\nairweave_tool = AirweaveToolSpec(\n    api_key=\"your-api-key\",\n    base_url=\"https://your-airweave-instance.com\",\n)\n```\n\n## Using with Local Models\n\nIf you want to use local models instead of OpenAI:\n\n```python\nfrom llama_index.llms.ollama import Ollama\n\nagent = FunctionAgent(\n    tools=airweave_tool.to_tool_list(),\n    llm=Ollama(model=\"llama3.1\", request_timeout=360.0),\n)\n```\n\n## Learn More\n\n- [Airweave Documentation](https://docs.airweave.ai/)\n- [Airweave GitHub](https://github.com/airweave-ai/airweave)\n- [LlamaIndex Documentation](https://docs.llamaindex.ai/)\n\n## Contributing\n\nContributions are welcome! Please feel free to submit a Pull Request.\n\n## License\n\nThis integration is released under the MIT License.\n","llama-index-integrations/tools/llama-index-tools-aws-bedrock-agentcore/CHANGELOG.md":"# CHANGELOG\n\n## [0.3.0] - 2026-03-14\n\n- Add `AgentCoreRuntime` adapter for deploying LlamaIndex agents to AWS Bedrock AgentCore Runtime\n- Supports streaming (SSE) and non-streaming JSON responses via `POST /invocations`\n- Automatic session ID propagation from `X-Amzn-Bedrock-AgentCore-Runtime-Session-Id` header to `AgentCoreMemory`\n- One-liner deployment: `AgentCoreRuntime.serve(agent)`\n- Accepts `prompt`, `message`, or `input` as payload keys\n\n## [0.2.0] - 2026-02-26\n\n- Add `upload_file`, `upload_files`, `install_packages`, `download_file`, `download_files` tools to Code Interpreter\n- Add `generate_live_view_url` tool to Browser\n- Add browser collaboration tools: `take_control`, `release_control`\n- Add browser lifecycle methods (not exposed as agent tools): `list_browsers`, `create_browser`, `delete_browser`, `get_browser`\n- Add code interpreter lifecycle methods (not exposed as agent tools): `list_code_interpreters`, `create_code_interpreter`, `delete_code_interpreter`, `get_code_interpreter`\n- Add standalone `clear_context` tool for code interpreter\n- Add `identifier` parameter for custom/VPC-enabled resources\n- Add VPC configuration support (`subnet_ids`, `security_group_ids`) for `create_browser` and `create_code_interpreter`\n- Add `integration_source=\"llamaindex\"` telemetry to all SDK clients\n- Bump `bedrock-agentcore` minimum version to `>=1.2.0`\n- Browser tool count: 8 → 10, Code Interpreter tool count: 9 → 15\n\n## [0.1.2] - 2026-02-13\n\n- Add `delete_files` tool to Code Interpreter\n- Add maintainers and keywords from library.json (llamahub)\n","llama-index-integrations/tools/llama-index-tools-azure-cv/README.md":"# Azure Computer Vision Tool\n\nThis tool connects to a Azure account and allows an Agent to perform a variety of computer vision tasks on image urls.\n\nYou will need to set up an api key and computer vision instance using Azure, learn more here: https://azure.microsoft.com/en-ca/products/cognitive-services/computer-vision\n\n## Usage\n\nThis tool has a more extensive example usage documented in a Jupyter notebook [here](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-azure-cv/examples/azure_vision.ipynb)\n\nHere's an example usage of the AzureCVToolSpec.\n\n```python\nfrom llama_index.tools.azure_cv import AzureCVToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.llms.openai import OpenAI\n\ntool_spec = AzureCVToolSpec(api_key=\"your-key\", resource=\"your-resource\")\n\nagent = FunctionAgent(\n    tools=tool_spec.to_tool_list(), llm=OpenAI(model=\"gpt-4.1\")\n)\n\nawait agent.run(\n    \"caption this image and tell me what tags are in it https://portal.vision.cognitive.azure.com/dist/assets/ImageCaptioningSample1-bbe41ac5.png\"\n)\nawait agent.run(\n    \"caption this image and read any text https://portal.vision.cognitive.azure.com/dist/assets/OCR3-4782f088.jpg\"\n)\n```\n\n`process_image`: Send an image for computer vision classification of objects, tags, captioning or OCR.\n\nThis loader is designed to be used as a way to load data as a Tool in a Agent.\n","llama-index-integrations/tools/llama-index-tools-azure-code-interpreter/README.md":"# Azure Code Interpreter Tool\n\nThis tool leverages Azure Dynamic Sessions Pool to enable an Agent to run generated Python code in a secure environment with very low latency.\n\nIn order to utilize the tool, you will need to have the Session Pool management endpoint first. [Learn more](https://aka.ms/aca/sessions)\n\n## Prerequisites\n\n- Make sure to create a Session Pool and note down the `poolManagementEndpoint`.\n\n- In order to have the code execution right, the correct role needs to be assigned to the current user agent. Be sure to assign `Session Pool Executor` role to the correct user agent's identity (e.g. User Email, Service Principal, Managed Identity, etc.) in Session Pool's access control panel through the Portal or CLI. [Learn more](https://aka.ms/aca/sessions)\n\n## Usage\n\nA more detailed sample is located in a Jupyter notebook [here](https://github.com/run-llama/llama_index/tree/main/docs/examples/tools/azure_code_interpreter.ipynb)\n\nHere's an example usage of the `AzureCodeInterpreterToolSpec`.\n\n1. First, install the Azure Dynamic Sessions package using `pip`:\n\n```\npip install llama-index-tools-azure-code-interpreter\n```\n\n2. Create a file named `.env` in the same directory as your script with the following content:\n\n```\nAZURE_POOL_MANAGEMENT_ENDPOINT=<poolManagementEndpoint>\n```\n\n3. Next, set up the Dynamic Sessions tool and a LLM agent:\n\n```python\nfrom llama_index.tools.azure_code_interpreter import (\n    AzureCodeInterpreterToolSpec,\n)\nfrom llama_index.core.agent import ReActAgent\nfrom llama_index.llms.azure_openai import AzureOpenAI\n\nllm = AzureOpenAI(\n    model=\"gpt-35-turbo\",\n    deployment_name=\"gpt-35-deploy\",\n    api_key=api_key,\n    azure_endpoint=azure_endpoint,\n    api_version=api_version,\n)\n\ncode_interpreter_spec = AzureCodeInterpreterToolSpec(\n    pool_management_endpoint=os.getenv(\"AZURE_POOL_MANAGEMENT_ENDPOINT\")\n)\n\nagent = ReActAgent.from_tools(\n    code_interpreter_spec.to_tool_list(), llm=llm, verbose=True\n)\n```\n\n4. Use the tool as you need:\n\n```python\nprint(agent.chat(\"Tell me the current time in Seattle.\"))\n\n\"\"\"\nSample Return:\nThought: To provide the current time in Seattle, I need to calculate it based on the current UTC time and adjust for Seattle's time zone, which is Pacific Daylight Time (PDT) during daylight saving time and Pacific Standard Time (PST) outside of daylight saving time. PDT is UTC-7, and PST is UTC-8. I can use the code interpreter tool to get the current UTC time and adjust it accordingly.\nAction: code_interpreter\nAction Input: {'python_code': \"from datetime import datetime, timedelta; import pytz; utc_now = datetime.now(pytz.utc); seattle_time = utc_now.astimezone(pytz.timezone('America/Los_Angeles')); seattle_time.strftime('%Y-%m-%d %H:%M:%S %Z%z')\"}\nObservation: {'$id': '1', 'status': 'Success', 'stdout': '', 'stderr': '', 'result': '2024-05-04 13:54:09 PDT-0700', 'executionTimeInMilliseconds': 120}\nThought: I can answer without using any more tools. I'll use the user's language to answer.\nAnswer: The current time in Seattle is 2024-05-04 13:54:09 PDT.\nThe current time in Seattle is 2024-05-04 13:54:09 PDT.\n\"\"\"\n\nprint(dynamic_session_tool.code_interpreter(\"1+1\"))\n\n\"\"\"\nSample Return:\n{'$id': '1', 'status': 'Success', 'stdout': '', 'stderr': '', 'result': 2, 'executionTimeInMilliseconds': 11}\n\"\"\"\n```\n\n## Included Tools\n\nThe `AzureCodeInterpreterToolSpec` provides the following tools to the agent:\n\n`code_interpreter`: (Available to developer and LLM Agent in tool spec) Send a Python code to be executed in Azure Container Apps Dynamic Sessions and return the output in a JSON format.\n\n`list_files`: (Available to developer and LLM Agent in tool spec) List the files available in a Session under the path `/mnt/data`.\n\n`upload_file`: (Available to developer) Upload a file or a stream of data into a Session under the path `/mnt/data`.\n\n`download_file`: (Available to developer) Download a file by its path relative to the path `/mnt/data` to the tool's hosting agent.\n","llama-index-integrations/tools/llama-index-tools-aws-bedrock-agentcore/README.md":"# Amazon Bedrock AgentCore Runtime and Tools\n\nThis module provides a runtime adapter and tools for deploying and extending LlamaIndex agents with [Amazon Bedrock AgentCore](https://aws.amazon.com/bedrock/agentcore/) -- including managed compute via AgentCore Runtime, sandboxed browser automation, and code execution.\n\n## Prerequisites\n\n- **AWS credentials** configured via environment variables, AWS CLI profile, or IAM role\n- **IAM permissions** for `bedrock-agentcore:*` actions (see the [AgentCore documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/agentcore.html) for details)\n- **Python 3.9+**\n\n## Installation\n\n(Optional) To run the examples below, first install:\n\n```bash\npip install llama-index llama-index-llms-bedrock-converse\n```\n\nInstall the main tools package:\n\n```bash\npip install llama-index-tools-aws-bedrock-agentcore\n```\n\n## Runtime\n\nThe `AgentCoreRuntime` adapter deploys any LlamaIndex agent to [Amazon Bedrock AgentCore Runtime](https://docs.aws.amazon.com/bedrock/latest/userguide/agentcore.html) -- a managed compute platform for AI agents. It wraps `BedrockAgentCoreApp` from the `bedrock-agentcore` SDK, providing the required `POST /invocations` and `GET /ping` endpoints.\n\n### Quick Start\n\n```python\nfrom llama_index.llms.bedrock_converse import BedrockConverse\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.tools.aws_bedrock_agentcore import AgentCoreRuntime\n\nllm = BedrockConverse(\n    model=\"us.anthropic.claude-sonnet-4-6-v1\",\n    region_name=\"us-west-2\",\n)\nagent = FunctionAgent(llm=llm, tools=[])\n\n# One-liner -- starts uvicorn on port 8080\nAgentCoreRuntime.serve(agent)\n```\n\n### With Options\n\n```python\nruntime = AgentCoreRuntime(\n    agent=agent,\n    stream=True,  # SSE streaming (default)\n    port=8080,  # Required port for AgentCore deployment\n    debug=False,\n)\nruntime.run()\n```\n\n### With AgentCore Memory\n\n```python\nfrom llama_index.memory.bedrock_agentcore import (\n    AgentCoreMemory,\n    AgentCoreMemoryContext,\n)\n\nmemory = AgentCoreMemory(\n    context=AgentCoreMemoryContext(\n        memory_id=\"your-memory-id\",\n        actor_id=\"user-123\",\n    ),\n    region_name=\"us-west-2\",\n)\n\n# Session ID from the X-Amzn-Bedrock-AgentCore-Runtime-Session-Id header\n# is automatically wired to memory\nAgentCoreRuntime.serve(agent, memory=memory)\n```\n\n### Sending Requests\n\n```bash\n# Non-streaming\ncurl -X POST http://localhost:8080/invocations \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"prompt\": \"Hello, what can you do?\"}'\n\n# Streaming (SSE)\ncurl -N -X POST http://localhost:8080/invocations \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"prompt\": \"Hello, what can you do?\"}'\n```\n\nThe adapter accepts `prompt`, `message`, or `input` as the payload key.\n\n### Streaming Event Types\n\nWhen `stream=True` (default), the SSE stream emits these event types:\n\n| Event          | Fields                                 | Description               |\n| -------------- | -------------------------------------- | ------------------------- |\n| `agent_stream` | `delta`, `response`, `thinking_delta`? | Token-by-token LLM output |\n| `tool_call`    | `tool_name`, `tool_kwargs`             | Before tool execution     |\n| `tool_result`  | `tool_name`, `tool_output`             | After tool execution      |\n| `done`         | `response`                             | Final agent response      |\n| `error`        | `message`                              | Error during streaming    |\n\n### Testing with ASGI\n\n```python\nruntime = AgentCoreRuntime(agent=agent)\napp = runtime.app  # BedrockAgentCoreApp (Starlette-based)\n# Use with httpx.AsyncClient for testing\n```\n\n## Toolspecs\n\n### Browser\n\nThe AgentCore `Browser` toolspec provides a set of tools for interacting with web browsers in a secure sandbox environment. It enables your LlamaIndex agents to navigate websites, extract content, click elements, and more.\n\nIncluded tools:\n\n- `navigate_browser`: Navigate to a URL\n- `click_element`: Click on an element using CSS selectors\n- `extract_text`: Extract all text from the current webpage\n- `extract_hyperlinks`: Extract all hyperlinks from the current webpage\n- `get_elements`: Get elements matching a CSS selector\n- `navigate_back`: Navigate to the previous page\n- `current_webpage`: Get information about the current webpage\n- `generate_live_view_url`: Generate a presigned URL for human oversight of a browser session\n- `take_control`: Take manual control of a browser session (disables automation)\n- `release_control`: Release manual control (re-enables automation)\n\nLifecycle methods available for programmatic use (not exposed as agent tools):\n\n- `list_browsers`, `create_browser`, `delete_browser`, `get_browser`\n\nYou can optionally pass a custom `identifier` for VPC-enabled browser resources:\n\n```python\ntool_spec = AgentCoreBrowserToolSpec(\n    region=\"us-west-2\",\n    identifier=\"my-custom-browser-id\",\n)\n```\n\nExample usage:\n\n```python\nimport asyncio\nfrom llama_index.llms.bedrock_converse import BedrockConverse\nfrom llama_index.tools.aws_bedrock_agentcore import AgentCoreBrowserToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\n\nimport nest_asyncio\n\nnest_asyncio.apply()  # In case of existing loop (ex. in JupyterLab)\n\n\nasync def main():\n    tool_spec = AgentCoreBrowserToolSpec(region=\"us-west-2\")\n    tools = tool_spec.to_tool_list()\n\n    llm = BedrockConverse(\n        model=\"us.anthropic.claude-sonnet-4-6-v1\",\n        region_name=\"us-west-2\",\n    )\n\n    agent = FunctionAgent(\n        tools=tools,\n        llm=llm,\n    )\n\n    task = \"Go to https://news.ycombinator.com/ and tell me the titles of the top 5 posts.\"\n\n    response = await agent.run(task)\n    print(str(response))\n\n    await tool_spec.cleanup()\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\n### Code Interpreter\n\nThe AgentCore `Code Interpreter` toolspec provides a set of tools for interacting with a secure code interpreter sandbox environment. It enables your LlamaIndex agents to execute code, run shell commands, manage files, and perform computational tasks.\n\nIncluded tools:\n\n- `execute_code`: Run code in various languages (primarily Python)\n- `execute_command`: Run shell commands\n- `read_files`: Read content of files in the environment\n- `list_files`: List files in directories\n- `delete_files`: Remove files from the environment\n- `write_files`: Create or update files\n- `start_command`: Start long-running commands asynchronously\n- `get_task`: Check status of async tasks\n- `stop_task`: Stop running tasks\n- `upload_file`: Upload a file with an optional semantic description\n- `upload_files`: Upload multiple files at once\n- `install_packages`: Install Python packages via pip\n- `download_file`: Download a file from the sandbox\n- `download_files`: Download multiple files from the sandbox\n- `clear_context`: Clear all variable state in the Python execution context\n\nLifecycle methods available for programmatic use (not exposed as agent tools):\n\n- `list_code_interpreters`, `create_code_interpreter`, `delete_code_interpreter`, `get_code_interpreter`\n\nYou can optionally pass a custom `identifier` for VPC-enabled code interpreter resources:\n\n```python\ntool_spec = AgentCoreCodeInterpreterToolSpec(\n    region=\"us-west-2\",\n    identifier=\"my-custom-interpreter-id\",\n)\n```\n\nExample usage:\n\n```python\nimport asyncio\nfrom llama_index.llms.bedrock_converse import BedrockConverse\nfrom llama_index.tools.aws_bedrock_agentcore import (\n    AgentCoreCodeInterpreterToolSpec,\n)\nfrom llama_index.core.agent.workflow import FunctionAgent\n\nimport nest_asyncio\n\nnest_asyncio.apply()  # In case of existing loop (ex. in JupyterLab)\n\n\nasync def main():\n    tool_spec = AgentCoreCodeInterpreterToolSpec(region=\"us-west-2\")\n    tools = tool_spec.to_tool_list()\n\n    llm = BedrockConverse(\n        model=\"us.anthropic.claude-sonnet-4-6-v1\",\n        region_name=\"us-west-2\",\n    )\n\n    agent = FunctionAgent(\n        tools=tools,\n        llm=llm,\n    )\n\n    code_task = \"Write a Python function that calculates the factorial of a number and test it.\"\n\n    code_response = await agent.run(code_task)\n    print(str(code_response))\n\n    command_task = \"Use terminal CLI commands to: 1) Show the environment's Python version. 2) Show me the list of Python package currently installed in the environment.\"\n\n    command_response = await agent.run(command_task)\n    print(str(command_response))\n\n    await tool_spec.cleanup()\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\n## Example Notebooks\n\n- [Browser Tool Notebook](https://github.com/run-llama/llama_index/blob/main/docs/docs/examples/tools/agentcore_browser.ipynb)\n- [Code Interpreter Tool Notebook](https://github.com/run-llama/llama_index/blob/main/docs/docs/examples/tools/agentcore_code_interpreter.ipynb)\n","llama-index-integrations/tools/llama-index-tools-azure-cv/CHANGELOG.md":"# CHANGELOG\n\n## [0.1.2] - 2024-02-13\n\n- Add maintainers and keywords from library.json (llamahub)\n","llama-index-integrations/tools/llama-index-tools-azure-speech/CHANGELOG.md":"# Llama-index-tools-azure-speech Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-speech/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-speech/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-azure-speech/README.md":"# llama-index-tools-azure-speech Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-speech/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-speech/README.md)","llama-index-integrations/tools/llama-index-tools-azure-translate/CHANGELOG.md":"# Llama-index-tools-azure-translate Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-translate/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-translate/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-azure-translate/README.md":"# llama-index-tools-azure-translate Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-translate/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-translate/README.md)","llama-index-integrations/tools/llama-index-tools-bing-search/CHANGELOG.md":"# Llama-index-tools-bing-search Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-bing-search/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-bing-search/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-bing-search/README.md":"# llama-index-tools-bing-search Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-bing-search/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-bing-search/README.md)","llama-index-integrations/tools/llama-index-tools-box/README.md":"# llama-index-tools-box Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-box/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-box/README.md)","llama-index-integrations/tools/llama-index-tools-brave-search/README.md":"# llama-index-tools-brave-search Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-brave-search/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-brave-search/README.md)","llama-index-integrations/tools/llama-index-tools-brightdata/README.md":"# llama-index-tools-brightdata Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-brightdata/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-brightdata/README.md)","llama-index-integrations/tools/llama-index-tools-cassandra/README.md":"# llama-index-tools-cassandra Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-cassandra/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cassandra/README.md)","llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/CHANGELOG.md":"# Llama-index-tools-chatgpt-plugin Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/README.md":"# llama-index-tools-chatgpt-plugin Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/README.md)","llama-index-integrations/tools/llama-index-tools-code-interpreter/CHANGELOG.md":"# Llama-index-tools-code-interpreter Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-code-interpreter/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-code-interpreter/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-code-interpreter/README.md":"# llama-index-tools-code-interpreter Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-code-interpreter/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-code-interpreter/README.md)","llama-index-integrations/tools/llama-index-tools-cogniswitch/CHANGELOG.md":"# Llama-index-tools-cogniswitch Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-cogniswitch/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cogniswitch/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-cogniswitch/README.md":"# llama-index-tools-cogniswitch Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-cogniswitch/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cogniswitch/README.md)","llama-index-integrations/tools/llama-index-tools-dappier/README.md":"# llama-index-tools-dappier Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-dappier/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-dappier/README.md)","llama-index-integrations/tools/llama-index-tools-database/CHANGELOG.md":"# Llama-index-tools-database Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-database/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-database/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-database/README.md":"# llama-index-tools-database Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-database/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-database/README.md)","llama-index-integrations/tools/llama-index-tools-desearch/README.md":"# llama-index-tools-desearch Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-desearch/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-desearch/README.md)","llama-index-integrations/tools/llama-index-tools-duckduckgo/CHANGELOG.md":"# Llama-index-tools-duckduckgo Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-duckduckgo/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-duckduckgo/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-duckduckgo/README.md":"# llama-index-tools-duckduckgo Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-duckduckgo/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-duckduckgo/README.md)","llama-index-integrations/tools/llama-index-tools-elevenlabs/CHANGELOG.md":"# Llama-index-tools-elevenlabs Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-elevenlabs/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-elevenlabs/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-elevenlabs/README.md":"# llama-index-tools-elevenlabs Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-elevenlabs/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-elevenlabs/README.md)","llama-index-integrations/tools/llama-index-tools-exa/CHANGELOG.md":"# Llama-index-tools-exa Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-exa/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-exa/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-exa/README.md":"# llama-index-tools-exa Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-exa/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-exa/README.md)","llama-index-integrations/tools/llama-index-tools-finance/README.md":"# llama-index-tools-finance Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-finance/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-finance/README.md)","llama-index-integrations/tools/llama-index-tools-google/CHANGELOG.md":"# Llama-index-tools-google Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-google/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-google/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-google/README.md":"# llama-index-tools-google Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-google/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-google/README.md)","llama-index-integrations/tools/llama-index-tools-graphql/CHANGELOG.md":"# Llama-index-tools-graphql Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-graphql/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-graphql/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-graphql/README.md":"# llama-index-tools-graphql Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-graphql/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-graphql/README.md)","llama-index-integrations/tools/llama-index-tools-hive/readme.md":"# llama-index-tools-hive Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-hive/readme.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-hive/readme.md)","llama-index-integrations/tools/llama-index-tools-igpt-email/README.md":"# llama-index-tools-igpt-email Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-igpt-email/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-igpt-email/README.md)","llama-index-integrations/tools/llama-index-tools-ionic-shopping/CHANGELOG.md":"# Llama-index-tools-ionic-shopping Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-ionic-shopping/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-ionic-shopping/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-ionic-shopping/README.md":"# llama-index-tools-ionic-shopping Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-ionic-shopping/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-ionic-shopping/README.md)","llama-index-integrations/tools/llama-index-tools-jina/README.md":"# llama-index-tools-jina Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-jina/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jina/README.md)","llama-index-integrations/tools/llama-index-tools-jira-issue/README.md":"# llama-index-tools-jira-issue Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-jira-issue/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jira-issue/README.md)","llama-index-integrations/tools/llama-index-tools-jira/README.md":"# llama-index-tools-jira Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-jira/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jira/README.md)","llama-index-integrations/tools/llama-index-tools-linkup-research/CHANGELOG.md":"# Llama-index-tools-linkup-research Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-linkup-research/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-linkup-research/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-linkup-research/README.md":"# llama-index-tools-linkup-research Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-linkup-research/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-linkup-research/README.md)","llama-index-integrations/tools/llama-index-tools-mcp-discovery/CHANGELOG.md":"# Llama-index-tools-mcp-discovery Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp-discovery/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp-discovery/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-mcp-discovery/README.md":"# llama-index-tools-mcp-discovery Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp-discovery/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp-discovery/README.md)","llama-index-integrations/tools/llama-index-tools-mcp/CHANGELOG.md":"# Llama-index-tools-mcp Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-mcp/README.md":"# llama-index-tools-mcp Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp/README.md)","llama-index-integrations/tools/llama-index-tools-measurespace/CHANGELOG.md":"# Llama-index-tools-measurespace Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-measurespace/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-measurespace/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-measurespace/README.md":"# llama-index-tools-measurespace Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-measurespace/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-measurespace/README.md)","llama-index-integrations/tools/llama-index-tools-metaphor/CHANGELOG.md":"# Llama-index-tools-metaphor Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-metaphor/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-metaphor/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-metaphor/README.md":"# llama-index-tools-metaphor Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-metaphor/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-metaphor/README.md)","llama-index-integrations/tools/llama-index-tools-moss/CHANGELOG.md":"# Llama-index-tools-moss Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-moss/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-moss/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-moss/README.md":"# llama-index-tools-moss Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-moss/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-moss/README.md)","llama-index-integrations/tools/llama-index-tools-multion/CHANGELOG.md":"# Llama-index-tools-multion Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-multion/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-multion/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-multion/README.md":"# llama-index-tools-multion Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-multion/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-multion/README.md)","llama-index-integrations/tools/llama-index-tools-neo4j/CHANGELOG.md":"# Llama-index-tools-neo4j Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-neo4j/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-neo4j/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-neo4j/README.md":"# llama-index-tools-neo4j Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-neo4j/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-neo4j/README.md)","llama-index-integrations/tools/llama-index-tools-notion/CHANGELOG.md":"# Llama-index-tools-notion Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-notion/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-notion/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-notion/README.md":"# llama-index-tools-notion Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-notion/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-notion/README.md)","llama-index-integrations/tools/llama-index-tools-openai/CHANGELOG.md":"# Llama-index-tools-openai Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-openai/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openai/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-openai/README.md":"# llama-index-tools-openai Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-openai/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openai/README.md)","llama-index-integrations/tools/llama-index-tools-openapi/CHANGELOG.md":"# Llama-index-tools-openapi Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-openapi/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-openapi/README.md":"# llama-index-tools-openapi Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-openapi/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/README.md)","llama-index-integrations/tools/llama-index-tools-parallel-web-systems/README.md":"# llama-index-tools-parallel-web-systems Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-parallel-web-systems/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-parallel-web-systems/README.md)","llama-index-integrations/tools/llama-index-tools-playgrounds/CHANGELOG.md":"# Llama-index-tools-playgrounds Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-playgrounds/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playgrounds/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-playgrounds/README.md":"# llama-index-tools-playgrounds Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-playgrounds/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playgrounds/README.md)","llama-index-integrations/tools/llama-index-tools-playwright/README.md":"# llama-index-tools-playwright Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-playwright/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playwright/README.md)","llama-index-integrations/tools/llama-index-tools-python-file/CHANGELOG.md":"# Llama-index-tools-python-file Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-python-file/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-python-file/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-python-file/README.md":"# llama-index-tools-python-file Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-python-file/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-python-file/README.md)","llama-index-integrations/tools/llama-index-tools-requests/CHANGELOG.md":"# Llama-index-tools-requests Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-requests/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-requests/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-requests/README.md":"# llama-index-tools-requests Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-requests/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-requests/README.md)","llama-index-integrations/tools/llama-index-tools-salesforce/CHANGELOG.md":"# Llama-index-tools-salesforce Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-salesforce/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-salesforce/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-salesforce/README.md":"# llama-index-tools-salesforce Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-salesforce/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-salesforce/README.md)","llama-index-integrations/tools/llama-index-tools-seltz/README.md":"# llama-index-tools-seltz Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-seltz/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-seltz/README.md)","llama-index-integrations/tools/llama-index-tools-serpex/README.md":"# llama-index-tools-serpex Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-serpex/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-serpex/README.md)","llama-index-integrations/tools/llama-index-tools-shopify/CHANGELOG.md":"# Llama-index-tools-shopify Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-shopify/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-shopify/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-shopify/README.md":"# llama-index-tools-shopify Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-shopify/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-shopify/README.md)","llama-index-integrations/tools/llama-index-tools-signnow/CHANGELOG.md":"# Llama-index-tools-signnow Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-signnow/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-signnow/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-signnow/README.md":"# llama-index-tools-signnow Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-signnow/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-signnow/README.md)","llama-index-integrations/tools/llama-index-tools-slack/CHANGELOG.md":"# Llama-index-tools-slack Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-slack/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-slack/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-slack/README.md":"# llama-index-tools-slack Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-slack/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-slack/README.md)","llama-index-integrations/tools/llama-index-tools-tavily-research/CHANGELOG.md":"# Llama-index-tools-tavily-research Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-tavily-research/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-tavily-research/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-tavily-research/README.md":"# llama-index-tools-tavily-research Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-tavily-research/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-tavily-research/README.md)","llama-index-integrations/tools/llama-index-tools-text-to-image/CHANGELOG.md":"# Llama-index-tools-text-to-image Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-text-to-image/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-text-to-image/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-text-to-image/README.md":"# llama-index-tools-text-to-image Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-text-to-image/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-text-to-image/README.md)","llama-index-integrations/tools/llama-index-tools-typecast/README.md":"# llama-index-tools-typecast Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-typecast/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-typecast/README.md)","llama-index-integrations/tools/llama-index-tools-valyu/CHANGELOG.md":"# Llama-index-tools-valyu Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-valyu/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-valyu/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-valyu/README.md":"# llama-index-tools-valyu Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-valyu/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-valyu/README.md)","llama-index-integrations/tools/llama-index-tools-vectara-query/README.md":"# llama-index-tools-vectara-query Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-vectara-query/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vectara-query/README.md)","llama-index-integrations/tools/llama-index-tools-vector-db/CHANGELOG.md":"# Llama-index-tools-vector-db Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-vector-db/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vector-db/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-vector-db/README.md":"# llama-index-tools-vector-db Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-vector-db/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vector-db/README.md)","llama-index-integrations/tools/llama-index-tools-waii/CHANGELOG.md":"# Llama-index-tools-waii Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-waii/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-waii/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-waii/README.md":"# llama-index-tools-waii Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-waii/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-waii/README.md)","llama-index-integrations/tools/llama-index-tools-weather/CHANGELOG.md":"# Llama-index-tools-weather Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-weather/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-weather/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-weather/README.md":"# llama-index-tools-weather Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-weather/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-weather/README.md)","llama-index-integrations/tools/llama-index-tools-wikipedia/CHANGELOG.md":"# Llama-index-tools-wikipedia Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-wikipedia/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wikipedia/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-wikipedia/README.md":"# llama-index-tools-wikipedia Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-wikipedia/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wikipedia/README.md)","llama-index-integrations/tools/llama-index-tools-wolfram-alpha/CHANGELOG.md":"# Llama-index-tools-wolfram-alpha Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-wolfram-alpha/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wolfram-alpha/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-wolfram-alpha/README.md":"# llama-index-tools-wolfram-alpha Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-wolfram-alpha/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wolfram-alpha/README.md)","llama-index-integrations/tools/llama-index-tools-yahoo-finance/README.md":"# llama-index-tools-yahoo-finance Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-yahoo-finance/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yahoo-finance/README.md)","llama-index-integrations/tools/llama-index-tools-yelp/CHANGELOG.md":"# Llama-index-tools-yelp Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-yelp/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yelp/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-yelp/README.md":"# llama-index-tools-yelp Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-yelp/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yelp/README.md)","llama-index-integrations/tools/llama-index-tools-zapier/CHANGELOG.md":"# Llama-index-tools-zapier Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-zapier/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-zapier/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-zapier/README.md":"# llama-index-tools-zapier Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-zapier/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-zapier/README.md)","docs/api_reference/api_reference/tools/agentql.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/agentql.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/agentql.md)","docs/api_reference/api_reference/tools/airweave.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/airweave.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/airweave.md)","docs/api_reference/api_reference/tools/artifact_editor.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/artifact_editor.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/artifact_editor.md)","docs/api_reference/api_reference/tools/arxiv.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/arxiv.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/arxiv.md)","docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md)","docs/api_reference/api_reference/tools/azure_code_interpreter.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_code_interpreter.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_code_interpreter.md)","docs/api_reference/api_reference/tools/azure_cv.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_cv.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_cv.md)","docs/api_reference/api_reference/tools/azure_speech.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_speech.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_speech.md)","docs/api_reference/api_reference/tools/azure_translate.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_translate.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_translate.md)","docs/api_reference/api_reference/tools/bing_search.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/bing_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/bing_search.md)","docs/api_reference/api_reference/tools/box.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/box.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/box.md)","docs/api_reference/api_reference/tools/brave_search.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/brave_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/brave_search.md)","docs/api_reference/api_reference/tools/brightdata.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/brightdata.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/brightdata.md)","docs/api_reference/api_reference/tools/cassandra.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/cassandra.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/cassandra.md)","docs/api_reference/api_reference/tools/chatgpt_plugin.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/chatgpt_plugin.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/chatgpt_plugin.md)","docs/api_reference/api_reference/tools/code_interpreter.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/code_interpreter.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/code_interpreter.md)","docs/api_reference/api_reference/tools/cogniswitch.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/cogniswitch.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/cogniswitch.md)","docs/api_reference/api_reference/tools/dappier.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/dappier.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/dappier.md)","docs/api_reference/api_reference/tools/database.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/database.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/database.md)","docs/api_reference/api_reference/tools/desearch.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/desearch.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/desearch.md)","docs/api_reference/api_reference/tools/duckduckgo.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/duckduckgo.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/duckduckgo.md)","docs/api_reference/api_reference/tools/elevenlabs.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/elevenlabs.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/elevenlabs.md)","docs/api_reference/api_reference/tools/exa.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/exa.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/exa.md)","docs/api_reference/api_reference/tools/finance.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/finance.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/finance.md)","docs/api_reference/api_reference/tools/function.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/function.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/function.md)","docs/api_reference/api_reference/tools/google.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/google.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/google.md)","docs/api_reference/api_reference/tools/graphql.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/graphql.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/graphql.md)","docs/api_reference/api_reference/tools/hive.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/hive.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/hive.md)","docs/api_reference/api_reference/tools/igpt_email.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/igpt_email.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/igpt_email.md)","docs/api_reference/api_reference/tools/index.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/index.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/index.md)","docs/api_reference/api_reference/tools/ionic_shopping.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/ionic_shopping.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/ionic_shopping.md)","docs/api_reference/api_reference/tools/jina.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/jina.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jina.md)","docs/api_reference/api_reference/tools/jira.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/jira.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jira.md)","docs/api_reference/api_reference/tools/jira_issue.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/jira_issue.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jira_issue.md)","docs/api_reference/api_reference/tools/linkup_research.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/linkup_research.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/linkup_research.md)","docs/api_reference/api_reference/tools/load_and_search.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/load_and_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/load_and_search.md)","docs/api_reference/api_reference/tools/mcp.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/mcp.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/mcp.md)","docs/api_reference/api_reference/tools/mcp_discovery.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/mcp_discovery.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/mcp_discovery.md)","docs/api_reference/api_reference/tools/measurespace.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/measurespace.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/measurespace.md)","docs/api_reference/api_reference/tools/metaphor.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/metaphor.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/metaphor.md)","docs/api_reference/api_reference/tools/moss.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/moss.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/moss.md)","docs/api_reference/api_reference/tools/multion.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/multion.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/multion.md)","docs/api_reference/api_reference/tools/neo4j.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/neo4j.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/neo4j.md)","docs/api_reference/api_reference/tools/notion.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/notion.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/notion.md)","docs/api_reference/api_reference/tools/ondemand_loader.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/ondemand_loader.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/ondemand_loader.md)","docs/api_reference/api_reference/tools/openai.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/openai.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/openai.md)","docs/api_reference/api_reference/tools/openapi.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/openapi.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/openapi.md)","docs/api_reference/api_reference/tools/parallel_web_systems.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/parallel_web_systems.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/parallel_web_systems.md)","docs/api_reference/api_reference/tools/playgrounds.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/playgrounds.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/playgrounds.md)","docs/api_reference/api_reference/tools/playwright.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/playwright.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/playwright.md)","docs/api_reference/api_reference/tools/python_file.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/python_file.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/python_file.md)","docs/api_reference/api_reference/tools/query_engine.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/query_engine.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/query_engine.md)","docs/api_reference/api_reference/tools/requests.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/requests.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/requests.md)","docs/api_reference/api_reference/tools/retriever.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/retriever.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/retriever.md)","docs/api_reference/api_reference/tools/salesforce.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/salesforce.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/salesforce.md)","docs/api_reference/api_reference/tools/seltz.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/seltz.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/seltz.md)","docs/api_reference/api_reference/tools/serpex.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/serpex.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/serpex.md)","docs/api_reference/api_reference/tools/shopify.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/shopify.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/shopify.md)","docs/api_reference/api_reference/tools/signnow.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/signnow.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/signnow.md)","docs/api_reference/api_reference/tools/slack.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/slack.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/slack.md)","docs/api_reference/api_reference/tools/tavily_research.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/tavily_research.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/tavily_research.md)","docs/api_reference/api_reference/tools/text_to_image.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/text_to_image.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/text_to_image.md)","docs/api_reference/api_reference/tools/tool_spec.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/tool_spec.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/tool_spec.md)","docs/api_reference/api_reference/tools/typecast.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/typecast.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/typecast.md)","docs/api_reference/api_reference/tools/valyu.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/valyu.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/valyu.md)","docs/api_reference/api_reference/tools/vectara_query.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/vectara_query.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/vectara_query.md)","docs/api_reference/api_reference/tools/vector_db.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/vector_db.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/vector_db.md)","docs/api_reference/api_reference/tools/waii.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/waii.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/waii.md)","docs/api_reference/api_reference/tools/weather.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/weather.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/weather.md)","docs/api_reference/api_reference/tools/wikipedia.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/wikipedia.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/wikipedia.md)","docs/api_reference/api_reference/tools/wolfram_alpha.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/wolfram_alpha.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/wolfram_alpha.md)","docs/api_reference/api_reference/tools/yahoo_finance.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/yahoo_finance.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/yahoo_finance.md)","docs/api_reference/api_reference/tools/yelp.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/yelp.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/yelp.md)","docs/api_reference/api_reference/tools/zapier.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/zapier.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/zapier.md)","llama-index-integrations/tools/llama-index-tools-openapi/tests/example.json":"# Tests Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-openapi/tests/example.json`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/tests/example.json)","llama-index-core/llama_index/core/tools/tool_spec/load_and_search/README.md":"# load_and_search Documentation\n\nPath: `llama-index-core/llama_index/core/tools/tool_spec/load_and_search/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-core/llama_index/core/tools/tool_spec/load_and_search/README.md)","docs/src/content/docs/framework/module_guides/deploying/agents/modules.md":"# Subagent: modules\n\nPath: `docs/src/content/docs/framework/module_guides/deploying/agents/modules.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/src/content/docs/framework/module_guides/deploying/agents/modules.md)","docs/src/content/docs/framework/module_guides/deploying/agents/tools.md":"# Subagent: tools\n\nPath: `docs/src/content/docs/framework/module_guides/deploying/agents/tools.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/src/content/docs/framework/module_guides/deploying/agents/tools.md)"},"files":{"llama-index-integrations/tools/llama-index-tools-arxiv/CHANGELOG.md":"# CHANGELOG\n\n## [0.1.2] - 2024-02-13\n\n- Add maintainers and keywords from library.json (llamahub)\n","llama-index-integrations/tools/llama-index-tools-arxiv/README.md":"# ArXiv Search Tool\n\nThis tool connects to ArXiv and allows an Agent to search for recent papers and their summaries to retrieve recent information on mathematical and scientific information\n\n## Usage\n\nThis tool has a more extensive example usage documented in a Jupyter notebook [here](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-arxiv/examples/arxiv.ipynb).\n\nHere's an example usage of the ArxivToolSpec.\n\n```python\nfrom llama_index.tools.arxiv import ArxivToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.llms.openai import OpenAI\n\ntool_spec = ArxivToolSpec()\n\nagent = FunctionAgent(\n    tools=tool_spec.to_tool_list(), llm=OpenAI(model=\"gpt-4.1\")\n)\n\nawait agent.run(\"What's going on with the superconductor lk-99\")\nawait agent.run(\"what are the latest developments in machine learning\")\n```\n\n`arxiv_query`: Search arXiv for results related to the query\n\nThis loader is designed to be used as a way to load data as a Tool in a Agent.\n","llama-index-integrations/tools/llama-index-tools-artifact-editor/README.md":"# Artifact Editor Tool Spec\n\n```bash\npip install llama-index-tools-artifact-editor\n```\n\nThe `ArtifactEditorToolSpec` is a stateful tool spec that allows you to edit an artifact in-memory.\n\nUsing JSON patch operations, an LLM/Agent can be prompted to create, modify, and iterate on an artifact like a report, code, or anything that can be represented as a Pydantic model.\n\nThe tool package also includes an `ArtifactMemoryBlock` that can be used to store the artifact and inject it into the LLM/Agent's memory.\n\n## Usage\n\nBelow is an example of how to use the `ArtifactEditorToolSpec` and `ArtifactMemoryBlock` to create and iterate on a report.\n\n```python\nimport asyncio\nfrom pydantic import BaseModel, Field\nfrom typing import List, Literal, Optional, Any\n\nfrom llama_index.core.agent.workflow import (\n    FunctionAgent,\n    AgentStream,\n    ToolCallResult,\n)\nfrom llama_index.core.memory import Memory\nfrom llama_index.tools.artifact_editor import (\n    ArtifactEditorToolSpec,\n    ArtifactMemoryBlock,\n)\nfrom llama_index.llms.openai import OpenAI\n\n# Define the Artifact Pydantic Model\n\n\nclass TextBlock(BaseModel):\n    type: Literal[\"text\"] = \"text\"\n    content: str = Field(description=\"The content of the text block\")\n\n\nclass TableBlock(BaseModel):\n    type: Literal[\"table\"] = \"table\"\n    headers: List[str] = Field(description=\"The headers of the table\")\n    rows: List[List[str]] = Field(description=\"The rows of the table\")\n\n\nclass ImageBlock(BaseModel):\n    type: Literal[\"image\"] = \"image\"\n    image_url: str = Field(description=\"The URL of the image\")\n\n\nclass Report(BaseModel):\n    \"\"\"Creates an instance of a report, which is a collection of text, tables, and images.\"\"\"\n\n    title: str = Field(description=\"The title of the report\")\n    content: List[TextBlock | TableBlock | ImageBlock] = Field(\n        description=\"The content of the report\"\n    )\n\n\n# Initialize the tool spec and tools\ntool_spec = ArtifactEditorToolSpec(Report)\ntools = tool_spec.to_tool_list()\n\n# Initialize the memory\nmemory = Memory.from_defaults(\n    session_id=\"artifact_editor_01\",\n    memory_blocks=[ArtifactMemoryBlock(artifact_spec=tool_spec)],\n    token_limit=60000,\n    chat_history_token_ratio=0.7,\n)\n\n# Create the agent\nagent = FunctionAgent(\n    tools=tools,\n    llm=OpenAI(model=\"o3-mini\"),\n    system_prompt=\"You are an expert in writing reports. When you write a report, I will be able to see it (and also any changes you make to it!), so no need to repeat it back to me once its written.\",\n)\n\n\n# Run the agent in a basic chat loop\n# As it runs, the artifact will be updated in-memory and\n# can be accessed via the `get_current_artifact` method.\nasync def main():\n    while True:\n        user_msg = input(\"User: \").strip()\n        if user_msg.lower() in [\"exit\", \"quit\"]:\n            break\n\n        handler = agent.run(user_msg, memory=memory)\n        async for ev in handler.stream_events():\n            if isinstance(ev, AgentStream):\n                print(ev.delta, end=\"\", flush=True)\n            elif isinstance(ev, ToolCallResult):\n                print(\n                    f\"\\n\\nCalling tool: {ev.tool_name} with kwargs: {ev.tool_kwargs}\"\n                )\n\n        response = await handler\n        print(str(response))\n        print(\"Current artifact: \", tool_spec.get_current_artifact())\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\nWhen running this, you might initially ask the agent:\n\n```\nUser: Create a ficticous report about the history of the internet\n```\n\nAnd you will get a report with a list of blocks. Try asking it to modify the report!\n\n```\nUser: Move the image to the top of the report\n```\n\nAnd you will get a report with the image moved to the top.\n\nCheck out the documentation for more example on [agents](https://docs.llamaindex.ai/en/stable/understanding/agent/), [memory](https://docs.llamaindex.ai/en/stable/module_guides/deploying/agents/memory/), and [tools](https://docs.llamaindex.ai/en/stable/module_guides/deploying/agents/tools/).\n","llama-index-integrations/tools/llama-index-tools-artifact-editor/CHANGELOG.md":"# CHANGELOG\n\n## [0.1.0] - 2025-02-11\n\n- Add a basic MCP ToolSpec to connect to MCP Server and get tools.\n","llama-index-integrations/tools/llama-index-tools-agentql/README.md":"# llama-index-tools-agentql\n\n[AgentQL](https://www.agentql.com/) provides web interaction and structured data extraction from any web page using an [AgentQL query](https://docs.agentql.com/agentql-query) or a Natural Language prompt. AgentQL can be used across multiple languages and web pages without breaking over time and change.\n\n> **Warning**\n> Only supports async functions and playwright browser APIs, please refer to the following PR for more details: https://github.com/run-llama/llama_index/pull/17808\n\n## Installation\n\n```bash\npip install llama-index-tools-agentql\n```\n\nYou also need to configure the `AGENTQL_API_KEY` environment variable. You can acquire an API key from our [Dev Portal](https://dev.agentql.com).\n\n## Overview\n\nAgentQL provides the following three function tools:\n\n- **`extract_web_data_with_rest_api`**: Extracts structured data as JSON from a web page given a URL using either an [AgentQL query](https://docs.agentql.com/agentql-query/query-intro) or a Natural Language description of the data.\n\n- **`extract_web_data_from_browser`**: Extracts structured data as JSON from the active web page in a browser using either an [AgentQL query](https://docs.agentql.com/agentql-query/query-intro) or a Natural Language description. **This tool must be used with a Playwright browser.**\n\n- **`get_web_element_from_browser`**: Finds a web element on the active web page in a browser using a Natural Language description and returns its CSS selector for further interaction. **This tool must be used with a Playwright browser.**\n\nYou can learn more about how to use AgentQL tools in this [Jupyter notebook](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-agentql/examples/AgentQL_browser_agent.ipynb).\n\n### Extract data using REST API\n\n```python\nfrom llama_index.tools.agentql import AgentQLRestAPIToolSpec\n\nagentql_rest_api_tool = AgentQLRestAPIToolSpec()\nawait agentql_rest_api_tool.extract_web_data_with_rest_api(\n    url=\"https://www.agentql.com/blog\",\n    query=\"{ posts[] { title url author date }}\",\n)\n```\n\n### Work with data and web elements using browser\n\n#### Setup\n\nIn order to use the `extract_web_data_from_browser` and `get_web_element_from_browser`, you need to have a Playwright browser instance. If you do not have an active instance, you can initiate one using the `create_async_playwright_browser` utility method from LlamaIndex's Playwright ToolSpec.\n\n> **Note**\n> AgentQL browser tools are best used along with LlamaIndex's [Playwright tools](https://docs.llamaindex.ai/en/stable/api_reference/tools/playwright/).\n\n```python\nfrom llama_index.tools.playwright.base import PlaywrightToolSpec\n\nasync_browser = await PlaywrightToolSpec.create_async_playwright_browser()\n```\n\nYou can also use an existing browser instance via Chrome DevTools Protocol (CDP) connection URL:\n\n```python\np = await async_playwright().start()\nasync_browser = await p.chromium.connect_over_cdp(\"CDP_CONNECTION_URL\")\n```\n\n#### Extract data from the active browser page\n\n```python\nfrom llama_index.tools.agentql import AgentQLBrowserToolSpec\n\nplaywright_tool = PlaywrightToolSpec(async_browser=async_browser)\nawait playwright_tool.navigate_to(\"https://www.agentql.com/blog\")\n\nagentql_browser_tool = AgentQLBrowserToolSpec(async_browser=async_browser)\nawait agentql_browser_tool.extract_web_data_from_browser(\n    prompt=\"the blog posts with title and url\",\n)\n```\n\n#### Find a web element on the active browser page\n\n```python\nnext_page_button = await agentql_browser_tool.get_web_element_from_browser(\n    prompt=\"The next page navigation button\",\n)\n\nawait playwright_tool.click(next_page_button)\n```\n\n## Agentic Usage\n\nThis tool has a more extensive example for agentic usage documented in this [Jupyter notebook](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-agentql/examples/AgentQL_browser_agent.ipynb).\n\n## Run tests\n\nIn order to run integration tests, you need to configure LLM credentials by setting the `OPENAI_API_KEY` and `AGENTQL_API_KEY` environment variables first. Then run the tests with the following command:\n\n```bash\nmake test\n```\n","llama-index-integrations/tools/llama-index-tools-airweave/README.md":"# LlamaIndex Tools Integration: Airweave\n\nThis tool connects your LlamaIndex agent to [Airweave](https://airweave.ai/), an open-source platform that makes any app searchable by syncing data from various sources with minimal configuration.\n\n## Installation\n\n```bash\npip install llama-index-tools-airweave llama-index-llms-openai\n```\n\n## Prerequisites\n\n1. An Airweave account and API key\n2. At least one collection set up with synced data\n\nGet started at [Airweave](https://airweave.ai/)\n\n## Usage\n\n### Basic Usage\n\n```python\nimport os\nimport asyncio\nfrom llama_index.tools.airweave import AirweaveToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.llms.openai import OpenAI\n\n# Initialize the Airweave tool\nairweave_tool = AirweaveToolSpec(\n    api_key=os.environ[\"AIRWEAVE_API_KEY\"],\n)\n\n# Create an agent with the Airweave tools\nagent = FunctionAgent(\n    tools=airweave_tool.to_tool_list(),\n    llm=OpenAI(model=\"gpt-4o-mini\"),\n    system_prompt=\"\"\"You are a helpful assistant that can search through\n    Airweave collections to answer questions about your organization's data.\"\"\",\n)\n\n\n# Use the agent to search your data\nasync def main():\n    response = await agent.run(\n        \"Search the finance-data collection for Q4 revenue reports\"\n    )\n    print(response)\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\n## Available Tools\n\n### `search_collection`\n\nSimple search in a collection with default settings (most common use case).\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n- `query` (str): Your search query\n- `limit` (int, optional): Max results to return (default: 10)\n- `offset` (int, optional): Pagination offset (default: 0)\n\n### `advanced_search_collection`\n\nAdvanced search with full control over retrieval parameters.\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n- `query` (str): Your search query\n- `limit` (int, optional): Max results to return (default: 10)\n- `offset` (int, optional): Pagination offset (default: 0)\n- `retrieval_strategy` (str, optional): \"hybrid\", \"neural\", or \"keyword\"\n- `temporal_relevance` (float, optional): Weight recent content (0.0-1.0)\n- `expand_query` (bool, optional): Generate query variations\n- `interpret_filters` (bool, optional): Extract filters from natural language\n- `rerank` (bool, optional): Use LLM-based reranking\n- `generate_answer` (bool, optional): Generate natural language answer\n\n**Returns:**\nDictionary with `documents` list and optional `answer` field.\n\n### `search_and_generate_answer`\n\nConvenience method that searches and returns a direct natural language answer (RAG-style).\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n- `query` (str): Your question in natural language\n- `limit` (int, optional): Max results to consider (default: 10)\n- `use_reranking` (bool, optional): Use reranking (default: True)\n\n**Returns:**\nNatural language answer string.\n\n### `list_collections`\n\nList all collections in your organization.\n\n**Parameters:**\n\n- `skip` (int, optional): Pagination skip (default: 0)\n- `limit` (int, optional): Max collections to return (default: 100)\n\n### `get_collection_info`\n\nGet detailed information about a specific collection.\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n\n## Advanced Examples\n\n### Direct Tool Usage\n\nYou can use the tools directly without an agent:\n\n```python\nfrom llama_index.tools.airweave import AirweaveToolSpec\n\nairweave_tool = AirweaveToolSpec(api_key=\"your-key\")\n\n# List collections\ncollections = airweave_tool.list_collections()\nprint(f\"Found {len(collections)} collections\")\n\n# Simple search\nresults = airweave_tool.search_collection(\n    collection_id=\"finance-data\", query=\"Q4 revenue reports\", limit=5\n)\n\nfor doc in results:\n    print(f\"Score: {doc.metadata.get('score', 'N/A')}\")\n    print(f\"Text: {doc.text[:200]}...\")\n```\n\n### Advanced Search Options\n\n```python\n# Advanced search with all options\nresult = airweave_tool.advanced_search_collection(\n    collection_id=\"finance-data\",\n    query=\"Q4 revenue reports\",\n    limit=20,\n    retrieval_strategy=\"hybrid\",  # hybrid, neural, or keyword\n    temporal_relevance=0.3,  # Weight recent content (0.0-1.0)\n    expand_query=True,  # Query expansion for better recall\n    interpret_filters=True,  # Extract filters from natural language\n    rerank=True,  # LLM reranking for better relevance\n    generate_answer=True,  # Generate natural language answer\n)\n\n# Access results\ndocuments = result[\"documents\"]\nif \"answer\" in result:\n    print(f\"Generated Answer: {result['answer']}\")\n```\n\n### RAG-Style Direct Answers\n\n```python\n# Get a direct answer instead of raw documents\nanswer = airweave_tool.search_and_generate_answer(\n    collection_id=\"finance-data\",\n    query=\"What was our Q4 revenue growth?\",\n    limit=10,\n    use_reranking=True,\n)\nprint(answer)  # \"Q4 revenue grew by 23% to $45M compared to Q3...\"\n```\n\n### Using Different Retrieval Strategies\n\n```python\n# Keyword search for exact term matching\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"legal-docs\",\n    query=\"GDPR compliance\",\n    retrieval_strategy=\"keyword\",  # Use BM25 keyword search\n)\n\n# Neural search for semantic understanding\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"research-papers\",\n    query=\"papers about transformer architectures\",\n    retrieval_strategy=\"neural\",  # Pure semantic search\n)\n\n# Hybrid search (default) - best of both worlds\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"all-docs\",\n    query=\"machine learning best practices\",\n    retrieval_strategy=\"hybrid\",  # Combines semantic + keyword\n)\n```\n\n### Temporal Relevance\n\nWeight recent documents higher in results:\n\n```python\n# Strongly prefer recent content\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"news-articles\",\n    query=\"AI breakthroughs\",\n    temporal_relevance=0.8,  # 0.0 = no recency bias, 1.0 = only recent matters\n)\n```\n\n### Agent with Advanced Search\n\nAgents can automatically leverage these features:\n\n```python\nagent = FunctionAgent(\n    tools=airweave_tool.to_tool_list(),\n    llm=OpenAI(model=\"gpt-4o-mini\"),\n    system_prompt=\"\"\"You have access to advanced Airweave search capabilities:\n    - Use search_collection for simple queries\n    - Use advanced_search_collection when you need temporal filtering, reranking, etc.\n    - Use search_and_generate_answer to get direct answers from documents\n\n    When searching recent information, use temporal_relevance.\n    When you need precise answers, use search_and_generate_answer.\n    \"\"\",\n)\n\n\nasync def main():\n    response = await agent.run(\n        \"Search for recent updates in the engineering-docs collection and summarize them\"\n    )\n    print(response)\n\n\nasyncio.run(main())\n```\n\n## Custom Base URL\n\nIf you're self-hosting Airweave:\n\n```python\nairweave_tool = AirweaveToolSpec(\n    api_key=\"your-api-key\",\n    base_url=\"https://your-airweave-instance.com\",\n)\n```\n\n## Using with Local Models\n\nIf you want to use local models instead of OpenAI:\n\n```python\nfrom llama_index.llms.ollama import Ollama\n\nagent = FunctionAgent(\n    tools=airweave_tool.to_tool_list(),\n    llm=Ollama(model=\"llama3.1\", request_timeout=360.0),\n)\n```\n\n## Learn More\n\n- [Airweave Documentation](https://docs.airweave.ai/)\n- [Airweave GitHub](https://github.com/airweave-ai/airweave)\n- [LlamaIndex Documentation](https://docs.llamaindex.ai/)\n\n## Contributing\n\nContributions are welcome! Please feel free to submit a Pull Request.\n\n## License\n\nThis integration is released under the MIT License.\n","llama-index-integrations/tools/llama-index-tools-aws-bedrock-agentcore/CHANGELOG.md":"# CHANGELOG\n\n## [0.3.0] - 2026-03-14\n\n- Add `AgentCoreRuntime` adapter for deploying LlamaIndex agents to AWS Bedrock AgentCore Runtime\n- Supports streaming (SSE) and non-streaming JSON responses via `POST /invocations`\n- Automatic session ID propagation from `X-Amzn-Bedrock-AgentCore-Runtime-Session-Id` header to `AgentCoreMemory`\n- One-liner deployment: `AgentCoreRuntime.serve(agent)`\n- Accepts `prompt`, `message`, or `input` as payload keys\n\n## [0.2.0] - 2026-02-26\n\n- Add `upload_file`, `upload_files`, `install_packages`, `download_file`, `download_files` tools to Code Interpreter\n- Add `generate_live_view_url` tool to Browser\n- Add browser collaboration tools: `take_control`, `release_control`\n- Add browser lifecycle methods (not exposed as agent tools): `list_browsers`, `create_browser`, `delete_browser`, `get_browser`\n- Add code interpreter lifecycle methods (not exposed as agent tools): `list_code_interpreters`, `create_code_interpreter`, `delete_code_interpreter`, `get_code_interpreter`\n- Add standalone `clear_context` tool for code interpreter\n- Add `identifier` parameter for custom/VPC-enabled resources\n- Add VPC configuration support (`subnet_ids`, `security_group_ids`) for `create_browser` and `create_code_interpreter`\n- Add `integration_source=\"llamaindex\"` telemetry to all SDK clients\n- Bump `bedrock-agentcore` minimum version to `>=1.2.0`\n- Browser tool count: 8 → 10, Code Interpreter tool count: 9 → 15\n\n## [0.1.2] - 2026-02-13\n\n- Add `delete_files` tool to Code Interpreter\n- Add maintainers and keywords from library.json (llamahub)\n","llama-index-integrations/tools/llama-index-tools-azure-cv/README.md":"# Azure Computer Vision Tool\n\nThis tool connects to a Azure account and allows an Agent to perform a variety of computer vision tasks on image urls.\n\nYou will need to set up an api key and computer vision instance using Azure, learn more here: https://azure.microsoft.com/en-ca/products/cognitive-services/computer-vision\n\n## Usage\n\nThis tool has a more extensive example usage documented in a Jupyter notebook [here](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-azure-cv/examples/azure_vision.ipynb)\n\nHere's an example usage of the AzureCVToolSpec.\n\n```python\nfrom llama_index.tools.azure_cv import AzureCVToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.llms.openai import OpenAI\n\ntool_spec = AzureCVToolSpec(api_key=\"your-key\", resource=\"your-resource\")\n\nagent = FunctionAgent(\n    tools=tool_spec.to_tool_list(), llm=OpenAI(model=\"gpt-4.1\")\n)\n\nawait agent.run(\n    \"caption this image and tell me what tags are in it https://portal.vision.cognitive.azure.com/dist/assets/ImageCaptioningSample1-bbe41ac5.png\"\n)\nawait agent.run(\n    \"caption this image and read any text https://portal.vision.cognitive.azure.com/dist/assets/OCR3-4782f088.jpg\"\n)\n```\n\n`process_image`: Send an image for computer vision classification of objects, tags, captioning or OCR.\n\nThis loader is designed to be used as a way to load data as a Tool in a Agent.\n","llama-index-integrations/tools/llama-index-tools-azure-code-interpreter/README.md":"# Azure Code Interpreter Tool\n\nThis tool leverages Azure Dynamic Sessions Pool to enable an Agent to run generated Python code in a secure environment with very low latency.\n\nIn order to utilize the tool, you will need to have the Session Pool management endpoint first. [Learn more](https://aka.ms/aca/sessions)\n\n## Prerequisites\n\n- Make sure to create a Session Pool and note down the `poolManagementEndpoint`.\n\n- In order to have the code execution right, the correct role needs to be assigned to the current user agent. Be sure to assign `Session Pool Executor` role to the correct user agent's identity (e.g. User Email, Service Principal, Managed Identity, etc.) in Session Pool's access control panel through the Portal or CLI. [Learn more](https://aka.ms/aca/sessions)\n\n## Usage\n\nA more detailed sample is located in a Jupyter notebook [here](https://github.com/run-llama/llama_index/tree/main/docs/examples/tools/azure_code_interpreter.ipynb)\n\nHere's an example usage of the `AzureCodeInterpreterToolSpec`.\n\n1. First, install the Azure Dynamic Sessions package using `pip`:\n\n```\npip install llama-index-tools-azure-code-interpreter\n```\n\n2. Create a file named `.env` in the same directory as your script with the following content:\n\n```\nAZURE_POOL_MANAGEMENT_ENDPOINT=<poolManagementEndpoint>\n```\n\n3. Next, set up the Dynamic Sessions tool and a LLM agent:\n\n```python\nfrom llama_index.tools.azure_code_interpreter import (\n    AzureCodeInterpreterToolSpec,\n)\nfrom llama_index.core.agent import ReActAgent\nfrom llama_index.llms.azure_openai import AzureOpenAI\n\nllm = AzureOpenAI(\n    model=\"gpt-35-turbo\",\n    deployment_name=\"gpt-35-deploy\",\n    api_key=api_key,\n    azure_endpoint=azure_endpoint,\n    api_version=api_version,\n)\n\ncode_interpreter_spec = AzureCodeInterpreterToolSpec(\n    pool_management_endpoint=os.getenv(\"AZURE_POOL_MANAGEMENT_ENDPOINT\")\n)\n\nagent = ReActAgent.from_tools(\n    code_interpreter_spec.to_tool_list(), llm=llm, verbose=True\n)\n```\n\n4. Use the tool as you need:\n\n```python\nprint(agent.chat(\"Tell me the current time in Seattle.\"))\n\n\"\"\"\nSample Return:\nThought: To provide the current time in Seattle, I need to calculate it based on the current UTC time and adjust for Seattle's time zone, which is Pacific Daylight Time (PDT) during daylight saving time and Pacific Standard Time (PST) outside of daylight saving time. PDT is UTC-7, and PST is UTC-8. I can use the code interpreter tool to get the current UTC time and adjust it accordingly.\nAction: code_interpreter\nAction Input: {'python_code': \"from datetime import datetime, timedelta; import pytz; utc_now = datetime.now(pytz.utc); seattle_time = utc_now.astimezone(pytz.timezone('America/Los_Angeles')); seattle_time.strftime('%Y-%m-%d %H:%M:%S %Z%z')\"}\nObservation: {'$id': '1', 'status': 'Success', 'stdout': '', 'stderr': '', 'result': '2024-05-04 13:54:09 PDT-0700', 'executionTimeInMilliseconds': 120}\nThought: I can answer without using any more tools. I'll use the user's language to answer.\nAnswer: The current time in Seattle is 2024-05-04 13:54:09 PDT.\nThe current time in Seattle is 2024-05-04 13:54:09 PDT.\n\"\"\"\n\nprint(dynamic_session_tool.code_interpreter(\"1+1\"))\n\n\"\"\"\nSample Return:\n{'$id': '1', 'status': 'Success', 'stdout': '', 'stderr': '', 'result': 2, 'executionTimeInMilliseconds': 11}\n\"\"\"\n```\n\n## Included Tools\n\nThe `AzureCodeInterpreterToolSpec` provides the following tools to the agent:\n\n`code_interpreter`: (Available to developer and LLM Agent in tool spec) Send a Python code to be executed in Azure Container Apps Dynamic Sessions and return the output in a JSON format.\n\n`list_files`: (Available to developer and LLM Agent in tool spec) List the files available in a Session under the path `/mnt/data`.\n\n`upload_file`: (Available to developer) Upload a file or a stream of data into a Session under the path `/mnt/data`.\n\n`download_file`: (Available to developer) Download a file by its path relative to the path `/mnt/data` to the tool's hosting agent.\n","llama-index-integrations/tools/llama-index-tools-aws-bedrock-agentcore/README.md":"# Amazon Bedrock AgentCore Runtime and Tools\n\nThis module provides a runtime adapter and tools for deploying and extending LlamaIndex agents with [Amazon Bedrock AgentCore](https://aws.amazon.com/bedrock/agentcore/) -- including managed compute via AgentCore Runtime, sandboxed browser automation, and code execution.\n\n## Prerequisites\n\n- **AWS credentials** configured via environment variables, AWS CLI profile, or IAM role\n- **IAM permissions** for `bedrock-agentcore:*` actions (see the [AgentCore documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/agentcore.html) for details)\n- **Python 3.9+**\n\n## Installation\n\n(Optional) To run the examples below, first install:\n\n```bash\npip install llama-index llama-index-llms-bedrock-converse\n```\n\nInstall the main tools package:\n\n```bash\npip install llama-index-tools-aws-bedrock-agentcore\n```\n\n## Runtime\n\nThe `AgentCoreRuntime` adapter deploys any LlamaIndex agent to [Amazon Bedrock AgentCore Runtime](https://docs.aws.amazon.com/bedrock/latest/userguide/agentcore.html) -- a managed compute platform for AI agents. It wraps `BedrockAgentCoreApp` from the `bedrock-agentcore` SDK, providing the required `POST /invocations` and `GET /ping` endpoints.\n\n### Quick Start\n\n```python\nfrom llama_index.llms.bedrock_converse import BedrockConverse\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.tools.aws_bedrock_agentcore import AgentCoreRuntime\n\nllm = BedrockConverse(\n    model=\"us.anthropic.claude-sonnet-4-6-v1\",\n    region_name=\"us-west-2\",\n)\nagent = FunctionAgent(llm=llm, tools=[])\n\n# One-liner -- starts uvicorn on port 8080\nAgentCoreRuntime.serve(agent)\n```\n\n### With Options\n\n```python\nruntime = AgentCoreRuntime(\n    agent=agent,\n    stream=True,  # SSE streaming (default)\n    port=8080,  # Required port for AgentCore deployment\n    debug=False,\n)\nruntime.run()\n```\n\n### With AgentCore Memory\n\n```python\nfrom llama_index.memory.bedrock_agentcore import (\n    AgentCoreMemory,\n    AgentCoreMemoryContext,\n)\n\nmemory = AgentCoreMemory(\n    context=AgentCoreMemoryContext(\n        memory_id=\"your-memory-id\",\n        actor_id=\"user-123\",\n    ),\n    region_name=\"us-west-2\",\n)\n\n# Session ID from the X-Amzn-Bedrock-AgentCore-Runtime-Session-Id header\n# is automatically wired to memory\nAgentCoreRuntime.serve(agent, memory=memory)\n```\n\n### Sending Requests\n\n```bash\n# Non-streaming\ncurl -X POST http://localhost:8080/invocations \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"prompt\": \"Hello, what can you do?\"}'\n\n# Streaming (SSE)\ncurl -N -X POST http://localhost:8080/invocations \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"prompt\": \"Hello, what can you do?\"}'\n```\n\nThe adapter accepts `prompt`, `message`, or `input` as the payload key.\n\n### Streaming Event Types\n\nWhen `stream=True` (default), the SSE stream emits these event types:\n\n| Event          | Fields                                 | Description               |\n| -------------- | -------------------------------------- | ------------------------- |\n| `agent_stream` | `delta`, `response`, `thinking_delta`? | Token-by-token LLM output |\n| `tool_call`    | `tool_name`, `tool_kwargs`             | Before tool execution     |\n| `tool_result`  | `tool_name`, `tool_output`             | After tool execution      |\n| `done`         | `response`                             | Final agent response      |\n| `error`        | `message`                              | Error during streaming    |\n\n### Testing with ASGI\n\n```python\nruntime = AgentCoreRuntime(agent=agent)\napp = runtime.app  # BedrockAgentCoreApp (Starlette-based)\n# Use with httpx.AsyncClient for testing\n```\n\n## Toolspecs\n\n### Browser\n\nThe AgentCore `Browser` toolspec provides a set of tools for interacting with web browsers in a secure sandbox environment. It enables your LlamaIndex agents to navigate websites, extract content, click elements, and more.\n\nIncluded tools:\n\n- `navigate_browser`: Navigate to a URL\n- `click_element`: Click on an element using CSS selectors\n- `extract_text`: Extract all text from the current webpage\n- `extract_hyperlinks`: Extract all hyperlinks from the current webpage\n- `get_elements`: Get elements matching a CSS selector\n- `navigate_back`: Navigate to the previous page\n- `current_webpage`: Get information about the current webpage\n- `generate_live_view_url`: Generate a presigned URL for human oversight of a browser session\n- `take_control`: Take manual control of a browser session (disables automation)\n- `release_control`: Release manual control (re-enables automation)\n\nLifecycle methods available for programmatic use (not exposed as agent tools):\n\n- `list_browsers`, `create_browser`, `delete_browser`, `get_browser`\n\nYou can optionally pass a custom `identifier` for VPC-enabled browser resources:\n\n```python\ntool_spec = AgentCoreBrowserToolSpec(\n    region=\"us-west-2\",\n    identifier=\"my-custom-browser-id\",\n)\n```\n\nExample usage:\n\n```python\nimport asyncio\nfrom llama_index.llms.bedrock_converse import BedrockConverse\nfrom llama_index.tools.aws_bedrock_agentcore import AgentCoreBrowserToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\n\nimport nest_asyncio\n\nnest_asyncio.apply()  # In case of existing loop (ex. in JupyterLab)\n\n\nasync def main():\n    tool_spec = AgentCoreBrowserToolSpec(region=\"us-west-2\")\n    tools = tool_spec.to_tool_list()\n\n    llm = BedrockConverse(\n        model=\"us.anthropic.claude-sonnet-4-6-v1\",\n        region_name=\"us-west-2\",\n    )\n\n    agent = FunctionAgent(\n        tools=tools,\n        llm=llm,\n    )\n\n    task = \"Go to https://news.ycombinator.com/ and tell me the titles of the top 5 posts.\"\n\n    response = await agent.run(task)\n    print(str(response))\n\n    await tool_spec.cleanup()\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\n### Code Interpreter\n\nThe AgentCore `Code Interpreter` toolspec provides a set of tools for interacting with a secure code interpreter sandbox environment. It enables your LlamaIndex agents to execute code, run shell commands, manage files, and perform computational tasks.\n\nIncluded tools:\n\n- `execute_code`: Run code in various languages (primarily Python)\n- `execute_command`: Run shell commands\n- `read_files`: Read content of files in the environment\n- `list_files`: List files in directories\n- `delete_files`: Remove files from the environment\n- `write_files`: Create or update files\n- `start_command`: Start long-running commands asynchronously\n- `get_task`: Check status of async tasks\n- `stop_task`: Stop running tasks\n- `upload_file`: Upload a file with an optional semantic description\n- `upload_files`: Upload multiple files at once\n- `install_packages`: Install Python packages via pip\n- `download_file`: Download a file from the sandbox\n- `download_files`: Download multiple files from the sandbox\n- `clear_context`: Clear all variable state in the Python execution context\n\nLifecycle methods available for programmatic use (not exposed as agent tools):\n\n- `list_code_interpreters`, `create_code_interpreter`, `delete_code_interpreter`, `get_code_interpreter`\n\nYou can optionally pass a custom `identifier` for VPC-enabled code interpreter resources:\n\n```python\ntool_spec = AgentCoreCodeInterpreterToolSpec(\n    region=\"us-west-2\",\n    identifier=\"my-custom-interpreter-id\",\n)\n```\n\nExample usage:\n\n```python\nimport asyncio\nfrom llama_index.llms.bedrock_converse import BedrockConverse\nfrom llama_index.tools.aws_bedrock_agentcore import (\n    AgentCoreCodeInterpreterToolSpec,\n)\nfrom llama_index.core.agent.workflow import FunctionAgent\n\nimport nest_asyncio\n\nnest_asyncio.apply()  # In case of existing loop (ex. in JupyterLab)\n\n\nasync def main():\n    tool_spec = AgentCoreCodeInterpreterToolSpec(region=\"us-west-2\")\n    tools = tool_spec.to_tool_list()\n\n    llm = BedrockConverse(\n        model=\"us.anthropic.claude-sonnet-4-6-v1\",\n        region_name=\"us-west-2\",\n    )\n\n    agent = FunctionAgent(\n        tools=tools,\n        llm=llm,\n    )\n\n    code_task = \"Write a Python function that calculates the factorial of a number and test it.\"\n\n    code_response = await agent.run(code_task)\n    print(str(code_response))\n\n    command_task = \"Use terminal CLI commands to: 1) Show the environment's Python version. 2) Show me the list of Python package currently installed in the environment.\"\n\n    command_response = await agent.run(command_task)\n    print(str(command_response))\n\n    await tool_spec.cleanup()\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\n## Example Notebooks\n\n- [Browser Tool Notebook](https://github.com/run-llama/llama_index/blob/main/docs/docs/examples/tools/agentcore_browser.ipynb)\n- [Code Interpreter Tool Notebook](https://github.com/run-llama/llama_index/blob/main/docs/docs/examples/tools/agentcore_code_interpreter.ipynb)\n","llama-index-integrations/tools/llama-index-tools-azure-cv/CHANGELOG.md":"# CHANGELOG\n\n## [0.1.2] - 2024-02-13\n\n- Add maintainers and keywords from library.json (llamahub)\n","llama-index-integrations/tools/llama-index-tools-azure-speech/CHANGELOG.md":"# Llama-index-tools-azure-speech Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-speech/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-speech/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-azure-speech/README.md":"# llama-index-tools-azure-speech Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-speech/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-speech/README.md)","llama-index-integrations/tools/llama-index-tools-azure-translate/CHANGELOG.md":"# Llama-index-tools-azure-translate Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-translate/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-translate/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-azure-translate/README.md":"# llama-index-tools-azure-translate Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-translate/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-translate/README.md)","llama-index-integrations/tools/llama-index-tools-bing-search/CHANGELOG.md":"# Llama-index-tools-bing-search Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-bing-search/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-bing-search/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-bing-search/README.md":"# llama-index-tools-bing-search Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-bing-search/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-bing-search/README.md)","llama-index-integrations/tools/llama-index-tools-box/README.md":"# llama-index-tools-box Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-box/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-box/README.md)","llama-index-integrations/tools/llama-index-tools-brave-search/README.md":"# llama-index-tools-brave-search Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-brave-search/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-brave-search/README.md)","llama-index-integrations/tools/llama-index-tools-brightdata/README.md":"# llama-index-tools-brightdata Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-brightdata/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-brightdata/README.md)","llama-index-integrations/tools/llama-index-tools-cassandra/README.md":"# llama-index-tools-cassandra Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-cassandra/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cassandra/README.md)","llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/CHANGELOG.md":"# Llama-index-tools-chatgpt-plugin Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/README.md":"# llama-index-tools-chatgpt-plugin Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/README.md)","llama-index-integrations/tools/llama-index-tools-code-interpreter/CHANGELOG.md":"# Llama-index-tools-code-interpreter Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-code-interpreter/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-code-interpreter/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-code-interpreter/README.md":"# llama-index-tools-code-interpreter Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-code-interpreter/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-code-interpreter/README.md)","llama-index-integrations/tools/llama-index-tools-cogniswitch/CHANGELOG.md":"# Llama-index-tools-cogniswitch Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-cogniswitch/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cogniswitch/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-cogniswitch/README.md":"# llama-index-tools-cogniswitch Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-cogniswitch/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cogniswitch/README.md)","llama-index-integrations/tools/llama-index-tools-dappier/README.md":"# llama-index-tools-dappier Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-dappier/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-dappier/README.md)","llama-index-integrations/tools/llama-index-tools-database/CHANGELOG.md":"# Llama-index-tools-database Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-database/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-database/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-database/README.md":"# llama-index-tools-database Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-database/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-database/README.md)","llama-index-integrations/tools/llama-index-tools-desearch/README.md":"# llama-index-tools-desearch Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-desearch/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-desearch/README.md)","llama-index-integrations/tools/llama-index-tools-duckduckgo/CHANGELOG.md":"# Llama-index-tools-duckduckgo Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-duckduckgo/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-duckduckgo/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-duckduckgo/README.md":"# llama-index-tools-duckduckgo Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-duckduckgo/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-duckduckgo/README.md)","llama-index-integrations/tools/llama-index-tools-elevenlabs/CHANGELOG.md":"# Llama-index-tools-elevenlabs Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-elevenlabs/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-elevenlabs/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-elevenlabs/README.md":"# llama-index-tools-elevenlabs Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-elevenlabs/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-elevenlabs/README.md)","llama-index-integrations/tools/llama-index-tools-exa/CHANGELOG.md":"# Llama-index-tools-exa Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-exa/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-exa/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-exa/README.md":"# llama-index-tools-exa Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-exa/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-exa/README.md)","llama-index-integrations/tools/llama-index-tools-finance/README.md":"# llama-index-tools-finance Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-finance/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-finance/README.md)","llama-index-integrations/tools/llama-index-tools-google/CHANGELOG.md":"# Llama-index-tools-google Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-google/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-google/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-google/README.md":"# llama-index-tools-google Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-google/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-google/README.md)","llama-index-integrations/tools/llama-index-tools-graphql/CHANGELOG.md":"# Llama-index-tools-graphql Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-graphql/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-graphql/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-graphql/README.md":"# llama-index-tools-graphql Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-graphql/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-graphql/README.md)","llama-index-integrations/tools/llama-index-tools-hive/readme.md":"# llama-index-tools-hive Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-hive/readme.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-hive/readme.md)","llama-index-integrations/tools/llama-index-tools-igpt-email/README.md":"# llama-index-tools-igpt-email Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-igpt-email/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-igpt-email/README.md)","llama-index-integrations/tools/llama-index-tools-ionic-shopping/CHANGELOG.md":"# Llama-index-tools-ionic-shopping Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-ionic-shopping/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-ionic-shopping/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-ionic-shopping/README.md":"# llama-index-tools-ionic-shopping Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-ionic-shopping/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-ionic-shopping/README.md)","llama-index-integrations/tools/llama-index-tools-jina/README.md":"# llama-index-tools-jina Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-jina/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jina/README.md)","llama-index-integrations/tools/llama-index-tools-jira-issue/README.md":"# llama-index-tools-jira-issue Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-jira-issue/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jira-issue/README.md)","llama-index-integrations/tools/llama-index-tools-jira/README.md":"# llama-index-tools-jira Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-jira/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jira/README.md)","llama-index-integrations/tools/llama-index-tools-linkup-research/CHANGELOG.md":"# Llama-index-tools-linkup-research Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-linkup-research/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-linkup-research/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-linkup-research/README.md":"# llama-index-tools-linkup-research Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-linkup-research/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-linkup-research/README.md)","llama-index-integrations/tools/llama-index-tools-mcp-discovery/CHANGELOG.md":"# Llama-index-tools-mcp-discovery Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp-discovery/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp-discovery/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-mcp-discovery/README.md":"# llama-index-tools-mcp-discovery Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp-discovery/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp-discovery/README.md)","llama-index-integrations/tools/llama-index-tools-mcp/CHANGELOG.md":"# Llama-index-tools-mcp Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-mcp/README.md":"# llama-index-tools-mcp Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp/README.md)","llama-index-integrations/tools/llama-index-tools-measurespace/CHANGELOG.md":"# Llama-index-tools-measurespace Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-measurespace/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-measurespace/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-measurespace/README.md":"# llama-index-tools-measurespace Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-measurespace/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-measurespace/README.md)","llama-index-integrations/tools/llama-index-tools-metaphor/CHANGELOG.md":"# Llama-index-tools-metaphor Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-metaphor/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-metaphor/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-metaphor/README.md":"# llama-index-tools-metaphor Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-metaphor/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-metaphor/README.md)","llama-index-integrations/tools/llama-index-tools-moss/CHANGELOG.md":"# Llama-index-tools-moss Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-moss/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-moss/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-moss/README.md":"# llama-index-tools-moss Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-moss/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-moss/README.md)","llama-index-integrations/tools/llama-index-tools-multion/CHANGELOG.md":"# Llama-index-tools-multion Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-multion/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-multion/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-multion/README.md":"# llama-index-tools-multion Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-multion/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-multion/README.md)","llama-index-integrations/tools/llama-index-tools-neo4j/CHANGELOG.md":"# Llama-index-tools-neo4j Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-neo4j/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-neo4j/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-neo4j/README.md":"# llama-index-tools-neo4j Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-neo4j/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-neo4j/README.md)","llama-index-integrations/tools/llama-index-tools-notion/CHANGELOG.md":"# Llama-index-tools-notion Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-notion/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-notion/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-notion/README.md":"# llama-index-tools-notion Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-notion/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-notion/README.md)","llama-index-integrations/tools/llama-index-tools-openai/CHANGELOG.md":"# Llama-index-tools-openai Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-openai/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openai/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-openai/README.md":"# llama-index-tools-openai Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-openai/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openai/README.md)","llama-index-integrations/tools/llama-index-tools-openapi/CHANGELOG.md":"# Llama-index-tools-openapi Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-openapi/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-openapi/README.md":"# llama-index-tools-openapi Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-openapi/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/README.md)","llama-index-integrations/tools/llama-index-tools-parallel-web-systems/README.md":"# llama-index-tools-parallel-web-systems Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-parallel-web-systems/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-parallel-web-systems/README.md)","llama-index-integrations/tools/llama-index-tools-playgrounds/CHANGELOG.md":"# Llama-index-tools-playgrounds Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-playgrounds/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playgrounds/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-playgrounds/README.md":"# llama-index-tools-playgrounds Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-playgrounds/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playgrounds/README.md)","llama-index-integrations/tools/llama-index-tools-playwright/README.md":"# llama-index-tools-playwright Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-playwright/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playwright/README.md)","llama-index-integrations/tools/llama-index-tools-python-file/CHANGELOG.md":"# Llama-index-tools-python-file Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-python-file/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-python-file/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-python-file/README.md":"# llama-index-tools-python-file Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-python-file/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-python-file/README.md)","llama-index-integrations/tools/llama-index-tools-requests/CHANGELOG.md":"# Llama-index-tools-requests Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-requests/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-requests/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-requests/README.md":"# llama-index-tools-requests Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-requests/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-requests/README.md)","llama-index-integrations/tools/llama-index-tools-salesforce/CHANGELOG.md":"# Llama-index-tools-salesforce Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-salesforce/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-salesforce/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-salesforce/README.md":"# llama-index-tools-salesforce Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-salesforce/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-salesforce/README.md)","llama-index-integrations/tools/llama-index-tools-seltz/README.md":"# llama-index-tools-seltz Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-seltz/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-seltz/README.md)","llama-index-integrations/tools/llama-index-tools-serpex/README.md":"# llama-index-tools-serpex Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-serpex/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-serpex/README.md)","llama-index-integrations/tools/llama-index-tools-shopify/CHANGELOG.md":"# Llama-index-tools-shopify Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-shopify/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-shopify/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-shopify/README.md":"# llama-index-tools-shopify Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-shopify/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-shopify/README.md)","llama-index-integrations/tools/llama-index-tools-signnow/CHANGELOG.md":"# Llama-index-tools-signnow Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-signnow/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-signnow/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-signnow/README.md":"# llama-index-tools-signnow Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-signnow/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-signnow/README.md)","llama-index-integrations/tools/llama-index-tools-slack/CHANGELOG.md":"# Llama-index-tools-slack Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-slack/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-slack/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-slack/README.md":"# llama-index-tools-slack Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-slack/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-slack/README.md)","llama-index-integrations/tools/llama-index-tools-tavily-research/CHANGELOG.md":"# Llama-index-tools-tavily-research Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-tavily-research/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-tavily-research/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-tavily-research/README.md":"# llama-index-tools-tavily-research Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-tavily-research/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-tavily-research/README.md)","llama-index-integrations/tools/llama-index-tools-text-to-image/CHANGELOG.md":"# Llama-index-tools-text-to-image Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-text-to-image/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-text-to-image/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-text-to-image/README.md":"# llama-index-tools-text-to-image Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-text-to-image/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-text-to-image/README.md)","llama-index-integrations/tools/llama-index-tools-typecast/README.md":"# llama-index-tools-typecast Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-typecast/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-typecast/README.md)","llama-index-integrations/tools/llama-index-tools-valyu/CHANGELOG.md":"# Llama-index-tools-valyu Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-valyu/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-valyu/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-valyu/README.md":"# llama-index-tools-valyu Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-valyu/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-valyu/README.md)","llama-index-integrations/tools/llama-index-tools-vectara-query/README.md":"# llama-index-tools-vectara-query Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-vectara-query/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vectara-query/README.md)","llama-index-integrations/tools/llama-index-tools-vector-db/CHANGELOG.md":"# Llama-index-tools-vector-db Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-vector-db/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vector-db/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-vector-db/README.md":"# llama-index-tools-vector-db Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-vector-db/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vector-db/README.md)","llama-index-integrations/tools/llama-index-tools-waii/CHANGELOG.md":"# Llama-index-tools-waii Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-waii/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-waii/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-waii/README.md":"# llama-index-tools-waii Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-waii/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-waii/README.md)","llama-index-integrations/tools/llama-index-tools-weather/CHANGELOG.md":"# Llama-index-tools-weather Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-weather/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-weather/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-weather/README.md":"# llama-index-tools-weather Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-weather/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-weather/README.md)","llama-index-integrations/tools/llama-index-tools-wikipedia/CHANGELOG.md":"# Llama-index-tools-wikipedia Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-wikipedia/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wikipedia/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-wikipedia/README.md":"# llama-index-tools-wikipedia Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-wikipedia/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wikipedia/README.md)","llama-index-integrations/tools/llama-index-tools-wolfram-alpha/CHANGELOG.md":"# Llama-index-tools-wolfram-alpha Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-wolfram-alpha/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wolfram-alpha/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-wolfram-alpha/README.md":"# llama-index-tools-wolfram-alpha Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-wolfram-alpha/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wolfram-alpha/README.md)","llama-index-integrations/tools/llama-index-tools-yahoo-finance/README.md":"# llama-index-tools-yahoo-finance Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-yahoo-finance/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yahoo-finance/README.md)","llama-index-integrations/tools/llama-index-tools-yelp/CHANGELOG.md":"# Llama-index-tools-yelp Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-yelp/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yelp/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-yelp/README.md":"# llama-index-tools-yelp Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-yelp/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yelp/README.md)","llama-index-integrations/tools/llama-index-tools-zapier/CHANGELOG.md":"# Llama-index-tools-zapier Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-zapier/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-zapier/CHANGELOG.md)","llama-index-integrations/tools/llama-index-tools-zapier/README.md":"# llama-index-tools-zapier Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-zapier/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-zapier/README.md)","docs/api_reference/api_reference/tools/agentql.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/agentql.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/agentql.md)","docs/api_reference/api_reference/tools/airweave.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/airweave.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/airweave.md)","docs/api_reference/api_reference/tools/artifact_editor.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/artifact_editor.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/artifact_editor.md)","docs/api_reference/api_reference/tools/arxiv.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/arxiv.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/arxiv.md)","docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md)","docs/api_reference/api_reference/tools/azure_code_interpreter.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_code_interpreter.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_code_interpreter.md)","docs/api_reference/api_reference/tools/azure_cv.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_cv.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_cv.md)","docs/api_reference/api_reference/tools/azure_speech.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_speech.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_speech.md)","docs/api_reference/api_reference/tools/azure_translate.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_translate.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_translate.md)","docs/api_reference/api_reference/tools/bing_search.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/bing_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/bing_search.md)","docs/api_reference/api_reference/tools/box.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/box.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/box.md)","docs/api_reference/api_reference/tools/brave_search.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/brave_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/brave_search.md)","docs/api_reference/api_reference/tools/brightdata.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/brightdata.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/brightdata.md)","docs/api_reference/api_reference/tools/cassandra.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/cassandra.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/cassandra.md)","docs/api_reference/api_reference/tools/chatgpt_plugin.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/chatgpt_plugin.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/chatgpt_plugin.md)","docs/api_reference/api_reference/tools/code_interpreter.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/code_interpreter.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/code_interpreter.md)","docs/api_reference/api_reference/tools/cogniswitch.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/cogniswitch.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/cogniswitch.md)","docs/api_reference/api_reference/tools/dappier.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/dappier.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/dappier.md)","docs/api_reference/api_reference/tools/database.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/database.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/database.md)","docs/api_reference/api_reference/tools/desearch.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/desearch.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/desearch.md)","docs/api_reference/api_reference/tools/duckduckgo.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/duckduckgo.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/duckduckgo.md)","docs/api_reference/api_reference/tools/elevenlabs.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/elevenlabs.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/elevenlabs.md)","docs/api_reference/api_reference/tools/exa.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/exa.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/exa.md)","docs/api_reference/api_reference/tools/finance.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/finance.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/finance.md)","docs/api_reference/api_reference/tools/function.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/function.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/function.md)","docs/api_reference/api_reference/tools/google.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/google.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/google.md)","docs/api_reference/api_reference/tools/graphql.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/graphql.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/graphql.md)","docs/api_reference/api_reference/tools/hive.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/hive.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/hive.md)","docs/api_reference/api_reference/tools/igpt_email.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/igpt_email.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/igpt_email.md)","docs/api_reference/api_reference/tools/index.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/index.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/index.md)","docs/api_reference/api_reference/tools/ionic_shopping.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/ionic_shopping.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/ionic_shopping.md)","docs/api_reference/api_reference/tools/jina.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/jina.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jina.md)","docs/api_reference/api_reference/tools/jira.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/jira.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jira.md)","docs/api_reference/api_reference/tools/jira_issue.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/jira_issue.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jira_issue.md)","docs/api_reference/api_reference/tools/linkup_research.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/linkup_research.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/linkup_research.md)","docs/api_reference/api_reference/tools/load_and_search.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/load_and_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/load_and_search.md)","docs/api_reference/api_reference/tools/mcp.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/mcp.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/mcp.md)","docs/api_reference/api_reference/tools/mcp_discovery.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/mcp_discovery.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/mcp_discovery.md)","docs/api_reference/api_reference/tools/measurespace.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/measurespace.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/measurespace.md)","docs/api_reference/api_reference/tools/metaphor.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/metaphor.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/metaphor.md)","docs/api_reference/api_reference/tools/moss.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/moss.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/moss.md)","docs/api_reference/api_reference/tools/multion.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/multion.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/multion.md)","docs/api_reference/api_reference/tools/neo4j.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/neo4j.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/neo4j.md)","docs/api_reference/api_reference/tools/notion.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/notion.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/notion.md)","docs/api_reference/api_reference/tools/ondemand_loader.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/ondemand_loader.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/ondemand_loader.md)","docs/api_reference/api_reference/tools/openai.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/openai.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/openai.md)","docs/api_reference/api_reference/tools/openapi.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/openapi.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/openapi.md)","docs/api_reference/api_reference/tools/parallel_web_systems.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/parallel_web_systems.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/parallel_web_systems.md)","docs/api_reference/api_reference/tools/playgrounds.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/playgrounds.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/playgrounds.md)","docs/api_reference/api_reference/tools/playwright.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/playwright.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/playwright.md)","docs/api_reference/api_reference/tools/python_file.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/python_file.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/python_file.md)","docs/api_reference/api_reference/tools/query_engine.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/query_engine.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/query_engine.md)","docs/api_reference/api_reference/tools/requests.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/requests.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/requests.md)","docs/api_reference/api_reference/tools/retriever.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/retriever.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/retriever.md)","docs/api_reference/api_reference/tools/salesforce.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/salesforce.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/salesforce.md)","docs/api_reference/api_reference/tools/seltz.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/seltz.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/seltz.md)","docs/api_reference/api_reference/tools/serpex.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/serpex.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/serpex.md)","docs/api_reference/api_reference/tools/shopify.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/shopify.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/shopify.md)","docs/api_reference/api_reference/tools/signnow.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/signnow.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/signnow.md)","docs/api_reference/api_reference/tools/slack.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/slack.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/slack.md)","docs/api_reference/api_reference/tools/tavily_research.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/tavily_research.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/tavily_research.md)","docs/api_reference/api_reference/tools/text_to_image.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/text_to_image.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/text_to_image.md)","docs/api_reference/api_reference/tools/tool_spec.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/tool_spec.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/tool_spec.md)","docs/api_reference/api_reference/tools/typecast.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/typecast.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/typecast.md)","docs/api_reference/api_reference/tools/valyu.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/valyu.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/valyu.md)","docs/api_reference/api_reference/tools/vectara_query.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/vectara_query.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/vectara_query.md)","docs/api_reference/api_reference/tools/vector_db.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/vector_db.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/vector_db.md)","docs/api_reference/api_reference/tools/waii.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/waii.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/waii.md)","docs/api_reference/api_reference/tools/weather.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/weather.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/weather.md)","docs/api_reference/api_reference/tools/wikipedia.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/wikipedia.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/wikipedia.md)","docs/api_reference/api_reference/tools/wolfram_alpha.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/wolfram_alpha.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/wolfram_alpha.md)","docs/api_reference/api_reference/tools/yahoo_finance.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/yahoo_finance.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/yahoo_finance.md)","docs/api_reference/api_reference/tools/yelp.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/yelp.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/yelp.md)","docs/api_reference/api_reference/tools/zapier.md":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/zapier.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/zapier.md)","llama-index-integrations/tools/llama-index-tools-openapi/tests/example.json":"# Tests Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-openapi/tests/example.json`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/tests/example.json)","llama-index-core/llama_index/core/tools/tool_spec/load_and_search/README.md":"# load_and_search Documentation\n\nPath: `llama-index-core/llama_index/core/tools/tool_spec/load_and_search/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-core/llama_index/core/tools/tool_spec/load_and_search/README.md)","docs/src/content/docs/framework/module_guides/deploying/agents/modules.md":"# Subagent: modules\n\nPath: `docs/src/content/docs/framework/module_guides/deploying/agents/modules.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/src/content/docs/framework/module_guides/deploying/agents/modules.md)","docs/src/content/docs/framework/module_guides/deploying/agents/tools.md":"# Subagent: tools\n\nPath: `docs/src/content/docs/framework/module_guides/deploying/agents/tools.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/src/content/docs/framework/module_guides/deploying/agents/tools.md)"},"items":[{"name":"agentql.md","path":"docs/api_reference/api_reference/tools/agentql.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/agentql.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/agentql.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/agentql.md)","tokens":300,"sizeBytes":214},{"name":"airweave.md","path":"docs/api_reference/api_reference/tools/airweave.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/airweave.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/airweave.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/airweave.md)","tokens":300,"sizeBytes":216},{"name":"artifact_editor.md","path":"docs/api_reference/api_reference/tools/artifact_editor.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/artifact_editor.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/artifact_editor.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/artifact_editor.md)","tokens":300,"sizeBytes":230},{"name":"arxiv.md","path":"docs/api_reference/api_reference/tools/arxiv.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/arxiv.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/arxiv.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/arxiv.md)","tokens":300,"sizeBytes":210},{"name":"aws_bedrock_agentcore.md","path":"docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md)","tokens":300,"sizeBytes":242},{"name":"azure_code_interpreter.md","path":"docs/api_reference/api_reference/tools/azure_code_interpreter.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_code_interpreter.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_code_interpreter.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_code_interpreter.md)","tokens":300,"sizeBytes":244},{"name":"azure_cv.md","path":"docs/api_reference/api_reference/tools/azure_cv.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_cv.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_cv.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_cv.md)","tokens":300,"sizeBytes":216},{"name":"azure_speech.md","path":"docs/api_reference/api_reference/tools/azure_speech.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_speech.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_speech.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_speech.md)","tokens":300,"sizeBytes":224},{"name":"azure_translate.md","path":"docs/api_reference/api_reference/tools/azure_translate.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_translate.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_translate.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_translate.md)","tokens":300,"sizeBytes":230},{"name":"bing_search.md","path":"docs/api_reference/api_reference/tools/bing_search.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/bing_search.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/bing_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/bing_search.md)","tokens":300,"sizeBytes":222},{"name":"box.md","path":"docs/api_reference/api_reference/tools/box.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/box.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/box.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/box.md)","tokens":300,"sizeBytes":206},{"name":"brave_search.md","path":"docs/api_reference/api_reference/tools/brave_search.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/brave_search.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/brave_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/brave_search.md)","tokens":300,"sizeBytes":224},{"name":"brightdata.md","path":"docs/api_reference/api_reference/tools/brightdata.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/brightdata.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/brightdata.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/brightdata.md)","tokens":300,"sizeBytes":220},{"name":"cassandra.md","path":"docs/api_reference/api_reference/tools/cassandra.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/cassandra.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/cassandra.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/cassandra.md)","tokens":300,"sizeBytes":218},{"name":"chatgpt_plugin.md","path":"docs/api_reference/api_reference/tools/chatgpt_plugin.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/chatgpt_plugin.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/chatgpt_plugin.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/chatgpt_plugin.md)","tokens":300,"sizeBytes":228},{"name":"code_interpreter.md","path":"docs/api_reference/api_reference/tools/code_interpreter.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/code_interpreter.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/code_interpreter.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/code_interpreter.md)","tokens":300,"sizeBytes":232},{"name":"cogniswitch.md","path":"docs/api_reference/api_reference/tools/cogniswitch.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/cogniswitch.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/cogniswitch.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/cogniswitch.md)","tokens":300,"sizeBytes":222},{"name":"dappier.md","path":"docs/api_reference/api_reference/tools/dappier.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/dappier.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/dappier.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/dappier.md)","tokens":300,"sizeBytes":214},{"name":"database.md","path":"docs/api_reference/api_reference/tools/database.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/database.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/database.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/database.md)","tokens":300,"sizeBytes":216},{"name":"desearch.md","path":"docs/api_reference/api_reference/tools/desearch.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/desearch.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/desearch.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/desearch.md)","tokens":300,"sizeBytes":216},{"name":"duckduckgo.md","path":"docs/api_reference/api_reference/tools/duckduckgo.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/duckduckgo.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/duckduckgo.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/duckduckgo.md)","tokens":300,"sizeBytes":220},{"name":"elevenlabs.md","path":"docs/api_reference/api_reference/tools/elevenlabs.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/elevenlabs.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/elevenlabs.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/elevenlabs.md)","tokens":300,"sizeBytes":220},{"name":"exa.md","path":"docs/api_reference/api_reference/tools/exa.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/exa.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/exa.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/exa.md)","tokens":300,"sizeBytes":206},{"name":"finance.md","path":"docs/api_reference/api_reference/tools/finance.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/finance.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/finance.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/finance.md)","tokens":300,"sizeBytes":214},{"name":"function.md","path":"docs/api_reference/api_reference/tools/function.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/function.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/function.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/function.md)","tokens":300,"sizeBytes":216},{"name":"google.md","path":"docs/api_reference/api_reference/tools/google.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/google.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/google.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/google.md)","tokens":300,"sizeBytes":212},{"name":"graphql.md","path":"docs/api_reference/api_reference/tools/graphql.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/graphql.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/graphql.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/graphql.md)","tokens":300,"sizeBytes":214},{"name":"hive.md","path":"docs/api_reference/api_reference/tools/hive.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/hive.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/hive.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/hive.md)","tokens":300,"sizeBytes":208},{"name":"igpt_email.md","path":"docs/api_reference/api_reference/tools/igpt_email.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/igpt_email.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/igpt_email.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/igpt_email.md)","tokens":300,"sizeBytes":220},{"name":"index.md","path":"docs/api_reference/api_reference/tools/index.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/index.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/index.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/index.md)","tokens":300,"sizeBytes":210},{"name":"ionic_shopping.md","path":"docs/api_reference/api_reference/tools/ionic_shopping.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/ionic_shopping.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/ionic_shopping.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/ionic_shopping.md)","tokens":300,"sizeBytes":228},{"name":"jina.md","path":"docs/api_reference/api_reference/tools/jina.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jina.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/jina.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jina.md)","tokens":300,"sizeBytes":208},{"name":"jira_issue.md","path":"docs/api_reference/api_reference/tools/jira_issue.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jira_issue.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/jira_issue.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jira_issue.md)","tokens":300,"sizeBytes":220},{"name":"jira.md","path":"docs/api_reference/api_reference/tools/jira.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jira.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/jira.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/jira.md)","tokens":300,"sizeBytes":208},{"name":"linkup_research.md","path":"docs/api_reference/api_reference/tools/linkup_research.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/linkup_research.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/linkup_research.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/linkup_research.md)","tokens":300,"sizeBytes":230},{"name":"load_and_search.md","path":"docs/api_reference/api_reference/tools/load_and_search.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/load_and_search.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/load_and_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/load_and_search.md)","tokens":300,"sizeBytes":230},{"name":"mcp_discovery.md","path":"docs/api_reference/api_reference/tools/mcp_discovery.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/mcp_discovery.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/mcp_discovery.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/mcp_discovery.md)","tokens":300,"sizeBytes":226},{"name":"mcp.md","path":"docs/api_reference/api_reference/tools/mcp.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/mcp.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/mcp.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/mcp.md)","tokens":300,"sizeBytes":206},{"name":"measurespace.md","path":"docs/api_reference/api_reference/tools/measurespace.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/measurespace.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/measurespace.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/measurespace.md)","tokens":300,"sizeBytes":224},{"name":"metaphor.md","path":"docs/api_reference/api_reference/tools/metaphor.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/metaphor.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/metaphor.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/metaphor.md)","tokens":300,"sizeBytes":216},{"name":"moss.md","path":"docs/api_reference/api_reference/tools/moss.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/moss.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/moss.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/moss.md)","tokens":300,"sizeBytes":208},{"name":"multion.md","path":"docs/api_reference/api_reference/tools/multion.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/multion.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/multion.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/multion.md)","tokens":300,"sizeBytes":214},{"name":"neo4j.md","path":"docs/api_reference/api_reference/tools/neo4j.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/neo4j.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/neo4j.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/neo4j.md)","tokens":300,"sizeBytes":210},{"name":"notion.md","path":"docs/api_reference/api_reference/tools/notion.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/notion.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/notion.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/notion.md)","tokens":300,"sizeBytes":212},{"name":"ondemand_loader.md","path":"docs/api_reference/api_reference/tools/ondemand_loader.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/ondemand_loader.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/ondemand_loader.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/ondemand_loader.md)","tokens":300,"sizeBytes":230},{"name":"openai.md","path":"docs/api_reference/api_reference/tools/openai.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/openai.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/openai.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/openai.md)","tokens":300,"sizeBytes":212},{"name":"openapi.md","path":"docs/api_reference/api_reference/tools/openapi.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/openapi.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/openapi.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/openapi.md)","tokens":300,"sizeBytes":214},{"name":"parallel_web_systems.md","path":"docs/api_reference/api_reference/tools/parallel_web_systems.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/parallel_web_systems.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/parallel_web_systems.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/parallel_web_systems.md)","tokens":300,"sizeBytes":240},{"name":"playgrounds.md","path":"docs/api_reference/api_reference/tools/playgrounds.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/playgrounds.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/playgrounds.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/playgrounds.md)","tokens":300,"sizeBytes":222},{"name":"playwright.md","path":"docs/api_reference/api_reference/tools/playwright.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/playwright.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/playwright.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/playwright.md)","tokens":300,"sizeBytes":220},{"name":"python_file.md","path":"docs/api_reference/api_reference/tools/python_file.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/python_file.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/python_file.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/python_file.md)","tokens":300,"sizeBytes":222},{"name":"query_engine.md","path":"docs/api_reference/api_reference/tools/query_engine.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/query_engine.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/query_engine.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/query_engine.md)","tokens":300,"sizeBytes":224},{"name":"requests.md","path":"docs/api_reference/api_reference/tools/requests.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/requests.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/requests.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/requests.md)","tokens":300,"sizeBytes":216},{"name":"retriever.md","path":"docs/api_reference/api_reference/tools/retriever.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/retriever.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/retriever.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/retriever.md)","tokens":300,"sizeBytes":218},{"name":"salesforce.md","path":"docs/api_reference/api_reference/tools/salesforce.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/salesforce.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/salesforce.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/salesforce.md)","tokens":300,"sizeBytes":220},{"name":"seltz.md","path":"docs/api_reference/api_reference/tools/seltz.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/seltz.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/seltz.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/seltz.md)","tokens":300,"sizeBytes":210},{"name":"serpex.md","path":"docs/api_reference/api_reference/tools/serpex.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/serpex.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/serpex.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/serpex.md)","tokens":300,"sizeBytes":212},{"name":"shopify.md","path":"docs/api_reference/api_reference/tools/shopify.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/shopify.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/shopify.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/shopify.md)","tokens":300,"sizeBytes":214},{"name":"signnow.md","path":"docs/api_reference/api_reference/tools/signnow.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/signnow.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/signnow.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/signnow.md)","tokens":300,"sizeBytes":214},{"name":"slack.md","path":"docs/api_reference/api_reference/tools/slack.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/slack.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/slack.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/slack.md)","tokens":300,"sizeBytes":210},{"name":"tavily_research.md","path":"docs/api_reference/api_reference/tools/tavily_research.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/tavily_research.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/tavily_research.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/tavily_research.md)","tokens":300,"sizeBytes":230},{"name":"text_to_image.md","path":"docs/api_reference/api_reference/tools/text_to_image.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/text_to_image.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/text_to_image.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/text_to_image.md)","tokens":300,"sizeBytes":226},{"name":"tool_spec.md","path":"docs/api_reference/api_reference/tools/tool_spec.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/tool_spec.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/tool_spec.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/tool_spec.md)","tokens":300,"sizeBytes":218},{"name":"typecast.md","path":"docs/api_reference/api_reference/tools/typecast.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/typecast.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/typecast.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/typecast.md)","tokens":300,"sizeBytes":216},{"name":"valyu.md","path":"docs/api_reference/api_reference/tools/valyu.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/valyu.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/valyu.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/valyu.md)","tokens":300,"sizeBytes":210},{"name":"vectara_query.md","path":"docs/api_reference/api_reference/tools/vectara_query.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/vectara_query.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/vectara_query.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/vectara_query.md)","tokens":300,"sizeBytes":226},{"name":"vector_db.md","path":"docs/api_reference/api_reference/tools/vector_db.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/vector_db.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/vector_db.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/vector_db.md)","tokens":300,"sizeBytes":218},{"name":"waii.md","path":"docs/api_reference/api_reference/tools/waii.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/waii.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/waii.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/waii.md)","tokens":300,"sizeBytes":208},{"name":"weather.md","path":"docs/api_reference/api_reference/tools/weather.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/weather.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/weather.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/weather.md)","tokens":300,"sizeBytes":214},{"name":"wikipedia.md","path":"docs/api_reference/api_reference/tools/wikipedia.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/wikipedia.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/wikipedia.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/wikipedia.md)","tokens":300,"sizeBytes":218},{"name":"wolfram_alpha.md","path":"docs/api_reference/api_reference/tools/wolfram_alpha.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/wolfram_alpha.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/wolfram_alpha.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/wolfram_alpha.md)","tokens":300,"sizeBytes":226},{"name":"yahoo_finance.md","path":"docs/api_reference/api_reference/tools/yahoo_finance.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/yahoo_finance.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/yahoo_finance.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/yahoo_finance.md)","tokens":300,"sizeBytes":226},{"name":"yelp.md","path":"docs/api_reference/api_reference/tools/yelp.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/yelp.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/yelp.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/yelp.md)","tokens":300,"sizeBytes":208},{"name":"zapier.md","path":"docs/api_reference/api_reference/tools/zapier.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/zapier.md","title":"Tools Skill","category":"anthropic-skill","format":"markdown","content":"# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/zapier.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/zapier.md)","tokens":300,"sizeBytes":212},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-artifact-editor/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-artifact-editor/CHANGELOG.md","title":"Llama-index-tools-artifact-editor Skill","category":"anthropic-skill","format":"markdown","content":"# CHANGELOG\n\n## [0.1.0] - 2025-02-11\n\n- Add a basic MCP ToolSpec to connect to MCP Server and get tools.\n","isInternal":false,"tokens":37,"sizeBytes":105},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-arxiv/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-arxiv/CHANGELOG.md","title":"Llama-index-tools-arxiv Skill","category":"anthropic-skill","format":"markdown","content":"# CHANGELOG\n\n## [0.1.2] - 2024-02-13\n\n- Add maintainers and keywords from library.json (llamahub)\n","isInternal":false,"tokens":36,"sizeBytes":98},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-aws-bedrock-agentcore/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-aws-bedrock-agentcore/CHANGELOG.md","title":"Llama-index-tools-aws-bedrock-agentcore Skill","category":"anthropic-skill","format":"markdown","content":"# CHANGELOG\n\n## [0.3.0] - 2026-03-14\n\n- Add `AgentCoreRuntime` adapter for deploying LlamaIndex agents to AWS Bedrock AgentCore Runtime\n- Supports streaming (SSE) and non-streaming JSON responses via `POST /invocations`\n- Automatic session ID propagation from `X-Amzn-Bedrock-AgentCore-Runtime-Session-Id` header to `AgentCoreMemory`\n- One-liner deployment: `AgentCoreRuntime.serve(agent)`\n- Accepts `prompt`, `message`, or `input` as payload keys\n\n## [0.2.0] - 2026-02-26\n\n- Add `upload_file`, `upload_files`, `install_packages`, `download_file`, `download_files` tools to Code Interpreter\n- Add `generate_live_view_url` tool to Browser\n- Add browser collaboration tools: `take_control`, `release_control`\n- Add browser lifecycle methods (not exposed as agent tools): `list_browsers`, `create_browser`, `delete_browser`, `get_browser`\n- Add code interpreter lifecycle methods (not exposed as agent tools): `list_code_interpreters`, `create_code_interpreter`, `delete_code_interpreter`, `get_code_interpreter`\n- Add standalone `clear_context` tool for code interpreter\n- Add `identifier` parameter for custom/VPC-enabled resources\n- Add VPC configuration support (`subnet_ids`, `security_group_ids`) for `create_browser` and `create_code_interpreter`\n- Add `integration_source=\"llamaindex\"` telemetry to all SDK clients\n- Bump `bedrock-agentcore` minimum version to `>=1.2.0`\n- Browser tool count: 8 → 10, Code Interpreter tool count: 9 → 15\n\n## [0.1.2] - 2026-02-13\n\n- Add `delete_files` tool to Code Interpreter\n- Add maintainers and keywords from library.json (llamahub)\n","isInternal":false,"tokens":414,"sizeBytes":1578},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-azure-cv/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-cv/CHANGELOG.md","title":"Llama-index-tools-azure-cv Skill","category":"anthropic-skill","format":"markdown","content":"# CHANGELOG\n\n## [0.1.2] - 2024-02-13\n\n- Add maintainers and keywords from library.json (llamahub)\n","isInternal":false,"tokens":36,"sizeBytes":98},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-azure-speech/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-speech/CHANGELOG.md","title":"Llama-index-tools-azure-speech Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-azure-speech Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-speech/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-speech/CHANGELOG.md)","tokens":300,"sizeBytes":289},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-azure-translate/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-translate/CHANGELOG.md","title":"Llama-index-tools-azure-translate Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-azure-translate Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-translate/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-translate/CHANGELOG.md)","tokens":300,"sizeBytes":298},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-bing-search/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-bing-search/CHANGELOG.md","title":"Llama-index-tools-bing-search Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-bing-search Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-bing-search/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-bing-search/CHANGELOG.md)","tokens":300,"sizeBytes":286},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/CHANGELOG.md","title":"Llama-index-tools-chatgpt-plugin Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-chatgpt-plugin Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/CHANGELOG.md)","tokens":300,"sizeBytes":295},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-code-interpreter/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-code-interpreter/CHANGELOG.md","title":"Llama-index-tools-code-interpreter Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-code-interpreter Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-code-interpreter/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-code-interpreter/CHANGELOG.md)","tokens":300,"sizeBytes":301},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-cogniswitch/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cogniswitch/CHANGELOG.md","title":"Llama-index-tools-cogniswitch Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-cogniswitch Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-cogniswitch/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cogniswitch/CHANGELOG.md)","tokens":300,"sizeBytes":286},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-database/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-database/CHANGELOG.md","title":"Llama-index-tools-database Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-database Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-database/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-database/CHANGELOG.md)","tokens":300,"sizeBytes":277},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-duckduckgo/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-duckduckgo/CHANGELOG.md","title":"Llama-index-tools-duckduckgo Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-duckduckgo Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-duckduckgo/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-duckduckgo/CHANGELOG.md)","tokens":300,"sizeBytes":283},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-elevenlabs/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-elevenlabs/CHANGELOG.md","title":"Llama-index-tools-elevenlabs Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-elevenlabs Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-elevenlabs/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-elevenlabs/CHANGELOG.md)","tokens":300,"sizeBytes":283},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-exa/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-exa/CHANGELOG.md","title":"Llama-index-tools-exa Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-exa Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-exa/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-exa/CHANGELOG.md)","tokens":300,"sizeBytes":262},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-google/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-google/CHANGELOG.md","title":"Llama-index-tools-google Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-google Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-google/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-google/CHANGELOG.md)","tokens":300,"sizeBytes":271},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-graphql/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-graphql/CHANGELOG.md","title":"Llama-index-tools-graphql Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-graphql Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-graphql/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-graphql/CHANGELOG.md)","tokens":300,"sizeBytes":274},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-ionic-shopping/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-ionic-shopping/CHANGELOG.md","title":"Llama-index-tools-ionic-shopping Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-ionic-shopping Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-ionic-shopping/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-ionic-shopping/CHANGELOG.md)","tokens":300,"sizeBytes":295},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-linkup-research/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-linkup-research/CHANGELOG.md","title":"Llama-index-tools-linkup-research Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-linkup-research Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-linkup-research/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-linkup-research/CHANGELOG.md)","tokens":300,"sizeBytes":298},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-mcp-discovery/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp-discovery/CHANGELOG.md","title":"Llama-index-tools-mcp-discovery Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-mcp-discovery Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp-discovery/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp-discovery/CHANGELOG.md)","tokens":300,"sizeBytes":292},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-mcp/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp/CHANGELOG.md","title":"Llama-index-tools-mcp Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-mcp Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp/CHANGELOG.md)","tokens":300,"sizeBytes":262},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-measurespace/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-measurespace/CHANGELOG.md","title":"Llama-index-tools-measurespace Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-measurespace Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-measurespace/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-measurespace/CHANGELOG.md)","tokens":300,"sizeBytes":289},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-metaphor/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-metaphor/CHANGELOG.md","title":"Llama-index-tools-metaphor Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-metaphor Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-metaphor/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-metaphor/CHANGELOG.md)","tokens":300,"sizeBytes":277},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-moss/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-moss/CHANGELOG.md","title":"Llama-index-tools-moss Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-moss Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-moss/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-moss/CHANGELOG.md)","tokens":300,"sizeBytes":265},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-multion/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-multion/CHANGELOG.md","title":"Llama-index-tools-multion Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-multion Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-multion/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-multion/CHANGELOG.md)","tokens":300,"sizeBytes":274},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-neo4j/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-neo4j/CHANGELOG.md","title":"Llama-index-tools-neo4j Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-neo4j Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-neo4j/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-neo4j/CHANGELOG.md)","tokens":300,"sizeBytes":268},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-notion/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-notion/CHANGELOG.md","title":"Llama-index-tools-notion Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-notion Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-notion/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-notion/CHANGELOG.md)","tokens":300,"sizeBytes":271},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-openai/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openai/CHANGELOG.md","title":"Llama-index-tools-openai Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-openai Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-openai/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openai/CHANGELOG.md)","tokens":300,"sizeBytes":271},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-openapi/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/CHANGELOG.md","title":"Llama-index-tools-openapi Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-openapi Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-openapi/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/CHANGELOG.md)","tokens":300,"sizeBytes":274},{"name":"example.json","path":"llama-index-integrations/tools/llama-index-tools-openapi/tests/example.json","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/tests/example.json","title":"Tests Skill","category":"anthropic-skill","format":"json","content":"# Tests Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-openapi/tests/example.json`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/tests/example.json)","tokens":300,"sizeBytes":266},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-playgrounds/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playgrounds/CHANGELOG.md","title":"Llama-index-tools-playgrounds Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-playgrounds Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-playgrounds/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playgrounds/CHANGELOG.md)","tokens":300,"sizeBytes":286},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-python-file/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-python-file/CHANGELOG.md","title":"Llama-index-tools-python-file Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-python-file Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-python-file/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-python-file/CHANGELOG.md)","tokens":300,"sizeBytes":286},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-requests/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-requests/CHANGELOG.md","title":"Llama-index-tools-requests Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-requests Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-requests/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-requests/CHANGELOG.md)","tokens":300,"sizeBytes":277},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-salesforce/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-salesforce/CHANGELOG.md","title":"Llama-index-tools-salesforce Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-salesforce Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-salesforce/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-salesforce/CHANGELOG.md)","tokens":300,"sizeBytes":283},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-shopify/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-shopify/CHANGELOG.md","title":"Llama-index-tools-shopify Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-shopify Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-shopify/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-shopify/CHANGELOG.md)","tokens":300,"sizeBytes":274},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-signnow/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-signnow/CHANGELOG.md","title":"Llama-index-tools-signnow Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-signnow Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-signnow/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-signnow/CHANGELOG.md)","tokens":300,"sizeBytes":274},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-slack/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-slack/CHANGELOG.md","title":"Llama-index-tools-slack Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-slack Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-slack/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-slack/CHANGELOG.md)","tokens":300,"sizeBytes":268},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-tavily-research/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-tavily-research/CHANGELOG.md","title":"Llama-index-tools-tavily-research Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-tavily-research Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-tavily-research/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-tavily-research/CHANGELOG.md)","tokens":300,"sizeBytes":298},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-text-to-image/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-text-to-image/CHANGELOG.md","title":"Llama-index-tools-text-to-image Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-text-to-image Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-text-to-image/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-text-to-image/CHANGELOG.md)","tokens":300,"sizeBytes":292},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-valyu/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-valyu/CHANGELOG.md","title":"Llama-index-tools-valyu Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-valyu Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-valyu/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-valyu/CHANGELOG.md)","tokens":300,"sizeBytes":268},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-vector-db/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vector-db/CHANGELOG.md","title":"Llama-index-tools-vector-db Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-vector-db Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-vector-db/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vector-db/CHANGELOG.md)","tokens":300,"sizeBytes":280},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-waii/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-waii/CHANGELOG.md","title":"Llama-index-tools-waii Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-waii Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-waii/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-waii/CHANGELOG.md)","tokens":300,"sizeBytes":265},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-weather/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-weather/CHANGELOG.md","title":"Llama-index-tools-weather Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-weather Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-weather/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-weather/CHANGELOG.md)","tokens":300,"sizeBytes":274},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-wikipedia/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wikipedia/CHANGELOG.md","title":"Llama-index-tools-wikipedia Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-wikipedia Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-wikipedia/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wikipedia/CHANGELOG.md)","tokens":300,"sizeBytes":280},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-wolfram-alpha/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wolfram-alpha/CHANGELOG.md","title":"Llama-index-tools-wolfram-alpha Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-wolfram-alpha Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-wolfram-alpha/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wolfram-alpha/CHANGELOG.md)","tokens":300,"sizeBytes":292},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-yelp/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yelp/CHANGELOG.md","title":"Llama-index-tools-yelp Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-yelp Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-yelp/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yelp/CHANGELOG.md)","tokens":300,"sizeBytes":265},{"name":"CHANGELOG.md","path":"llama-index-integrations/tools/llama-index-tools-zapier/CHANGELOG.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-zapier/CHANGELOG.md","title":"Llama-index-tools-zapier Skill","category":"anthropic-skill","format":"markdown","content":"# Llama-index-tools-zapier Skill\n\nPath: `llama-index-integrations/tools/llama-index-tools-zapier/CHANGELOG.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-zapier/CHANGELOG.md)","tokens":300,"sizeBytes":271},{"name":"README.md","path":"llama-index-core/llama_index/core/tools/tool_spec/load_and_search/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-core/llama_index/core/tools/tool_spec/load_and_search/README.md","title":"load_and_search Documentation","category":"plugin-manifest","format":"markdown","content":"# load_and_search Documentation\n\nPath: `llama-index-core/llama_index/core/tools/tool_spec/load_and_search/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-core/llama_index/core/tools/tool_spec/load_and_search/README.md)","tokens":300,"sizeBytes":284},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-agentql/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-agentql/README.md","title":"llama-index-tools-agentql Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-agentql\n\n[AgentQL](https://www.agentql.com/) provides web interaction and structured data extraction from any web page using an [AgentQL query](https://docs.agentql.com/agentql-query) or a Natural Language prompt. AgentQL can be used across multiple languages and web pages without breaking over time and change.\n\n> **Warning**\n> Only supports async functions and playwright browser APIs, please refer to the following PR for more details: https://github.com/run-llama/llama_index/pull/17808\n\n## Installation\n\n```bash\npip install llama-index-tools-agentql\n```\n\nYou also need to configure the `AGENTQL_API_KEY` environment variable. You can acquire an API key from our [Dev Portal](https://dev.agentql.com).\n\n## Overview\n\nAgentQL provides the following three function tools:\n\n- **`extract_web_data_with_rest_api`**: Extracts structured data as JSON from a web page given a URL using either an [AgentQL query](https://docs.agentql.com/agentql-query/query-intro) or a Natural Language description of the data.\n\n- **`extract_web_data_from_browser`**: Extracts structured data as JSON from the active web page in a browser using either an [AgentQL query](https://docs.agentql.com/agentql-query/query-intro) or a Natural Language description. **This tool must be used with a Playwright browser.**\n\n- **`get_web_element_from_browser`**: Finds a web element on the active web page in a browser using a Natural Language description and returns its CSS selector for further interaction. **This tool must be used with a Playwright browser.**\n\nYou can learn more about how to use AgentQL tools in this [Jupyter notebook](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-agentql/examples/AgentQL_browser_agent.ipynb).\n\n### Extract data using REST API\n\n```python\nfrom llama_index.tools.agentql import AgentQLRestAPIToolSpec\n\nagentql_rest_api_tool = AgentQLRestAPIToolSpec()\nawait agentql_rest_api_tool.extract_web_data_with_rest_api(\n    url=\"https://www.agentql.com/blog\",\n    query=\"{ posts[] { title url author date }}\",\n)\n```\n\n### Work with data and web elements using browser\n\n#### Setup\n\nIn order to use the `extract_web_data_from_browser` and `get_web_element_from_browser`, you need to have a Playwright browser instance. If you do not have an active instance, you can initiate one using the `create_async_playwright_browser` utility method from LlamaIndex's Playwright ToolSpec.\n\n> **Note**\n> AgentQL browser tools are best used along with LlamaIndex's [Playwright tools](https://docs.llamaindex.ai/en/stable/api_reference/tools/playwright/).\n\n```python\nfrom llama_index.tools.playwright.base import PlaywrightToolSpec\n\nasync_browser = await PlaywrightToolSpec.create_async_playwright_browser()\n```\n\nYou can also use an existing browser instance via Chrome DevTools Protocol (CDP) connection URL:\n\n```python\np = await async_playwright().start()\nasync_browser = await p.chromium.connect_over_cdp(\"CDP_CONNECTION_URL\")\n```\n\n#### Extract data from the active browser page\n\n```python\nfrom llama_index.tools.agentql import AgentQLBrowserToolSpec\n\nplaywright_tool = PlaywrightToolSpec(async_browser=async_browser)\nawait playwright_tool.navigate_to(\"https://www.agentql.com/blog\")\n\nagentql_browser_tool = AgentQLBrowserToolSpec(async_browser=async_browser)\nawait agentql_browser_tool.extract_web_data_from_browser(\n    prompt=\"the blog posts with title and url\",\n)\n```\n\n#### Find a web element on the active browser page\n\n```python\nnext_page_button = await agentql_browser_tool.get_web_element_from_browser(\n    prompt=\"The next page navigation button\",\n)\n\nawait playwright_tool.click(next_page_button)\n```\n\n## Agentic Usage\n\nThis tool has a more extensive example for agentic usage documented in this [Jupyter notebook](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-agentql/examples/AgentQL_browser_agent.ipynb).\n\n## Run tests\n\nIn order to run integration tests, you need to configure LLM credentials by setting the `OPENAI_API_KEY` and `AGENTQL_API_KEY` environment variables first. Then run the tests with the following command:\n\n```bash\nmake test\n```\n","isInternal":false,"tokens":941,"sizeBytes":4168},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-airweave/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-airweave/README.md","title":"llama-index-tools-airweave Documentation","category":"plugin-manifest","format":"markdown","content":"# LlamaIndex Tools Integration: Airweave\n\nThis tool connects your LlamaIndex agent to [Airweave](https://airweave.ai/), an open-source platform that makes any app searchable by syncing data from various sources with minimal configuration.\n\n## Installation\n\n```bash\npip install llama-index-tools-airweave llama-index-llms-openai\n```\n\n## Prerequisites\n\n1. An Airweave account and API key\n2. At least one collection set up with synced data\n\nGet started at [Airweave](https://airweave.ai/)\n\n## Usage\n\n### Basic Usage\n\n```python\nimport os\nimport asyncio\nfrom llama_index.tools.airweave import AirweaveToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.llms.openai import OpenAI\n\n# Initialize the Airweave tool\nairweave_tool = AirweaveToolSpec(\n    api_key=os.environ[\"AIRWEAVE_API_KEY\"],\n)\n\n# Create an agent with the Airweave tools\nagent = FunctionAgent(\n    tools=airweave_tool.to_tool_list(),\n    llm=OpenAI(model=\"gpt-4o-mini\"),\n    system_prompt=\"\"\"You are a helpful assistant that can search through\n    Airweave collections to answer questions about your organization's data.\"\"\",\n)\n\n\n# Use the agent to search your data\nasync def main():\n    response = await agent.run(\n        \"Search the finance-data collection for Q4 revenue reports\"\n    )\n    print(response)\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\n## Available Tools\n\n### `search_collection`\n\nSimple search in a collection with default settings (most common use case).\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n- `query` (str): Your search query\n- `limit` (int, optional): Max results to return (default: 10)\n- `offset` (int, optional): Pagination offset (default: 0)\n\n### `advanced_search_collection`\n\nAdvanced search with full control over retrieval parameters.\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n- `query` (str): Your search query\n- `limit` (int, optional): Max results to return (default: 10)\n- `offset` (int, optional): Pagination offset (default: 0)\n- `retrieval_strategy` (str, optional): \"hybrid\", \"neural\", or \"keyword\"\n- `temporal_relevance` (float, optional): Weight recent content (0.0-1.0)\n- `expand_query` (bool, optional): Generate query variations\n- `interpret_filters` (bool, optional): Extract filters from natural language\n- `rerank` (bool, optional): Use LLM-based reranking\n- `generate_answer` (bool, optional): Generate natural language answer\n\n**Returns:**\nDictionary with `documents` list and optional `answer` field.\n\n### `search_and_generate_answer`\n\nConvenience method that searches and returns a direct natural language answer (RAG-style).\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n- `query` (str): Your question in natural language\n- `limit` (int, optional): Max results to consider (default: 10)\n- `use_reranking` (bool, optional): Use reranking (default: True)\n\n**Returns:**\nNatural language answer string.\n\n### `list_collections`\n\nList all collections in your organization.\n\n**Parameters:**\n\n- `skip` (int, optional): Pagination skip (default: 0)\n- `limit` (int, optional): Max collections to return (default: 100)\n\n### `get_collection_info`\n\nGet detailed information about a specific collection.\n\n**Parameters:**\n\n- `collection_id` (str): The readable ID of the collection\n\n## Advanced Examples\n\n### Direct Tool Usage\n\nYou can use the tools directly without an agent:\n\n```python\nfrom llama_index.tools.airweave import AirweaveToolSpec\n\nairweave_tool = AirweaveToolSpec(api_key=\"your-key\")\n\n# List collections\ncollections = airweave_tool.list_collections()\nprint(f\"Found {len(collections)} collections\")\n\n# Simple search\nresults = airweave_tool.search_collection(\n    collection_id=\"finance-data\", query=\"Q4 revenue reports\", limit=5\n)\n\nfor doc in results:\n    print(f\"Score: {doc.metadata.get('score', 'N/A')}\")\n    print(f\"Text: {doc.text[:200]}...\")\n```\n\n### Advanced Search Options\n\n```python\n# Advanced search with all options\nresult = airweave_tool.advanced_search_collection(\n    collection_id=\"finance-data\",\n    query=\"Q4 revenue reports\",\n    limit=20,\n    retrieval_strategy=\"hybrid\",  # hybrid, neural, or keyword\n    temporal_relevance=0.3,  # Weight recent content (0.0-1.0)\n    expand_query=True,  # Query expansion for better recall\n    interpret_filters=True,  # Extract filters from natural language\n    rerank=True,  # LLM reranking for better relevance\n    generate_answer=True,  # Generate natural language answer\n)\n\n# Access results\ndocuments = result[\"documents\"]\nif \"answer\" in result:\n    print(f\"Generated Answer: {result['answer']}\")\n```\n\n### RAG-Style Direct Answers\n\n```python\n# Get a direct answer instead of raw documents\nanswer = airweave_tool.search_and_generate_answer(\n    collection_id=\"finance-data\",\n    query=\"What was our Q4 revenue growth?\",\n    limit=10,\n    use_reranking=True,\n)\nprint(answer)  # \"Q4 revenue grew by 23% to $45M compared to Q3...\"\n```\n\n### Using Different Retrieval Strategies\n\n```python\n# Keyword search for exact term matching\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"legal-docs\",\n    query=\"GDPR compliance\",\n    retrieval_strategy=\"keyword\",  # Use BM25 keyword search\n)\n\n# Neural search for semantic understanding\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"research-papers\",\n    query=\"papers about transformer architectures\",\n    retrieval_strategy=\"neural\",  # Pure semantic search\n)\n\n# Hybrid search (default) - best of both worlds\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"all-docs\",\n    query=\"machine learning best practices\",\n    retrieval_strategy=\"hybrid\",  # Combines semantic + keyword\n)\n```\n\n### Temporal Relevance\n\nWeight recent documents higher in results:\n\n```python\n# Strongly prefer recent content\nresults = airweave_tool.advanced_search_collection(\n    collection_id=\"news-articles\",\n    query=\"AI breakthroughs\",\n    temporal_relevance=0.8,  # 0.0 = no recency bias, 1.0 = only recent matters\n)\n```\n\n### Agent with Advanced Search\n\nAgents can automatically leverage these features:\n\n```python\nagent = FunctionAgent(\n    tools=airweave_tool.to_tool_list(),\n    llm=OpenAI(model=\"gpt-4o-mini\"),\n    system_prompt=\"\"\"You have access to advanced Airweave search capabilities:\n    - Use search_collection for simple queries\n    - Use advanced_search_collection when you need temporal filtering, reranking, etc.\n    - Use search_and_generate_answer to get direct answers from documents\n\n    When searching recent information, use temporal_relevance.\n    When you need precise answers, use search_and_generate_answer.\n    \"\"\",\n)\n\n\nasync def main():\n    response = await agent.run(\n        \"Search for recent updates in the engineering-docs collection and summarize them\"\n    )\n    print(response)\n\n\nasyncio.run(main())\n```\n\n## Custom Base URL\n\nIf you're self-hosting Airweave:\n\n```python\nairweave_tool = AirweaveToolSpec(\n    api_key=\"your-api-key\",\n    base_url=\"https://your-airweave-instance.com\",\n)\n```\n\n## Using with Local Models\n\nIf you want to use local models instead of OpenAI:\n\n```python\nfrom llama_index.llms.ollama import Ollama\n\nagent = FunctionAgent(\n    tools=airweave_tool.to_tool_list(),\n    llm=Ollama(model=\"llama3.1\", request_timeout=360.0),\n)\n```\n\n## Learn More\n\n- [Airweave Documentation](https://docs.airweave.ai/)\n- [Airweave GitHub](https://github.com/airweave-ai/airweave)\n- [LlamaIndex Documentation](https://docs.llamaindex.ai/)\n\n## Contributing\n\nContributions are welcome! Please feel free to submit a Pull Request.\n\n## License\n\nThis integration is released under the MIT License.\n","isInternal":false,"tokens":1851,"sizeBytes":7627},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-artifact-editor/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-artifact-editor/README.md","title":"llama-index-tools-artifact-editor Documentation","category":"plugin-manifest","format":"markdown","content":"# Artifact Editor Tool Spec\n\n```bash\npip install llama-index-tools-artifact-editor\n```\n\nThe `ArtifactEditorToolSpec` is a stateful tool spec that allows you to edit an artifact in-memory.\n\nUsing JSON patch operations, an LLM/Agent can be prompted to create, modify, and iterate on an artifact like a report, code, or anything that can be represented as a Pydantic model.\n\nThe tool package also includes an `ArtifactMemoryBlock` that can be used to store the artifact and inject it into the LLM/Agent's memory.\n\n## Usage\n\nBelow is an example of how to use the `ArtifactEditorToolSpec` and `ArtifactMemoryBlock` to create and iterate on a report.\n\n```python\nimport asyncio\nfrom pydantic import BaseModel, Field\nfrom typing import List, Literal, Optional, Any\n\nfrom llama_index.core.agent.workflow import (\n    FunctionAgent,\n    AgentStream,\n    ToolCallResult,\n)\nfrom llama_index.core.memory import Memory\nfrom llama_index.tools.artifact_editor import (\n    ArtifactEditorToolSpec,\n    ArtifactMemoryBlock,\n)\nfrom llama_index.llms.openai import OpenAI\n\n# Define the Artifact Pydantic Model\n\n\nclass TextBlock(BaseModel):\n    type: Literal[\"text\"] = \"text\"\n    content: str = Field(description=\"The content of the text block\")\n\n\nclass TableBlock(BaseModel):\n    type: Literal[\"table\"] = \"table\"\n    headers: List[str] = Field(description=\"The headers of the table\")\n    rows: List[List[str]] = Field(description=\"The rows of the table\")\n\n\nclass ImageBlock(BaseModel):\n    type: Literal[\"image\"] = \"image\"\n    image_url: str = Field(description=\"The URL of the image\")\n\n\nclass Report(BaseModel):\n    \"\"\"Creates an instance of a report, which is a collection of text, tables, and images.\"\"\"\n\n    title: str = Field(description=\"The title of the report\")\n    content: List[TextBlock | TableBlock | ImageBlock] = Field(\n        description=\"The content of the report\"\n    )\n\n\n# Initialize the tool spec and tools\ntool_spec = ArtifactEditorToolSpec(Report)\ntools = tool_spec.to_tool_list()\n\n# Initialize the memory\nmemory = Memory.from_defaults(\n    session_id=\"artifact_editor_01\",\n    memory_blocks=[ArtifactMemoryBlock(artifact_spec=tool_spec)],\n    token_limit=60000,\n    chat_history_token_ratio=0.7,\n)\n\n# Create the agent\nagent = FunctionAgent(\n    tools=tools,\n    llm=OpenAI(model=\"o3-mini\"),\n    system_prompt=\"You are an expert in writing reports. When you write a report, I will be able to see it (and also any changes you make to it!), so no need to repeat it back to me once its written.\",\n)\n\n\n# Run the agent in a basic chat loop\n# As it runs, the artifact will be updated in-memory and\n# can be accessed via the `get_current_artifact` method.\nasync def main():\n    while True:\n        user_msg = input(\"User: \").strip()\n        if user_msg.lower() in [\"exit\", \"quit\"]:\n            break\n\n        handler = agent.run(user_msg, memory=memory)\n        async for ev in handler.stream_events():\n            if isinstance(ev, AgentStream):\n                print(ev.delta, end=\"\", flush=True)\n            elif isinstance(ev, ToolCallResult):\n                print(\n                    f\"\\n\\nCalling tool: {ev.tool_name} with kwargs: {ev.tool_kwargs}\"\n                )\n\n        response = await handler\n        print(str(response))\n        print(\"Current artifact: \", tool_spec.get_current_artifact())\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\nWhen running this, you might initially ask the agent:\n\n```\nUser: Create a ficticous report about the history of the internet\n```\n\nAnd you will get a report with a list of blocks. Try asking it to modify the report!\n\n```\nUser: Move the image to the top of the report\n```\n\nAnd you will get a report with the image moved to the top.\n\nCheck out the documentation for more example on [agents](https://docs.llamaindex.ai/en/stable/understanding/agent/), [memory](https://docs.llamaindex.ai/en/stable/module_guides/deploying/agents/memory/), and [tools](https://docs.llamaindex.ai/en/stable/module_guides/deploying/agents/tools/).\n","isInternal":false,"tokens":928,"sizeBytes":3984},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-arxiv/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-arxiv/README.md","title":"llama-index-tools-arxiv Documentation","category":"plugin-manifest","format":"markdown","content":"# ArXiv Search Tool\n\nThis tool connects to ArXiv and allows an Agent to search for recent papers and their summaries to retrieve recent information on mathematical and scientific information\n\n## Usage\n\nThis tool has a more extensive example usage documented in a Jupyter notebook [here](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-arxiv/examples/arxiv.ipynb).\n\nHere's an example usage of the ArxivToolSpec.\n\n```python\nfrom llama_index.tools.arxiv import ArxivToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.llms.openai import OpenAI\n\ntool_spec = ArxivToolSpec()\n\nagent = FunctionAgent(\n    tools=tool_spec.to_tool_list(), llm=OpenAI(model=\"gpt-4.1\")\n)\n\nawait agent.run(\"What's going on with the superconductor lk-99\")\nawait agent.run(\"what are the latest developments in machine learning\")\n```\n\n`arxiv_query`: Search arXiv for results related to the query\n\nThis loader is designed to be used as a way to load data as a Tool in a Agent.\n","isInternal":false,"tokens":245,"sizeBytes":1028},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-aws-bedrock-agentcore/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-aws-bedrock-agentcore/README.md","title":"llama-index-tools-aws-bedrock-agentcore Documentation","category":"plugin-manifest","format":"markdown","content":"# Amazon Bedrock AgentCore Runtime and Tools\n\nThis module provides a runtime adapter and tools for deploying and extending LlamaIndex agents with [Amazon Bedrock AgentCore](https://aws.amazon.com/bedrock/agentcore/) -- including managed compute via AgentCore Runtime, sandboxed browser automation, and code execution.\n\n## Prerequisites\n\n- **AWS credentials** configured via environment variables, AWS CLI profile, or IAM role\n- **IAM permissions** for `bedrock-agentcore:*` actions (see the [AgentCore documentation](https://docs.aws.amazon.com/bedrock/latest/userguide/agentcore.html) for details)\n- **Python 3.9+**\n\n## Installation\n\n(Optional) To run the examples below, first install:\n\n```bash\npip install llama-index llama-index-llms-bedrock-converse\n```\n\nInstall the main tools package:\n\n```bash\npip install llama-index-tools-aws-bedrock-agentcore\n```\n\n## Runtime\n\nThe `AgentCoreRuntime` adapter deploys any LlamaIndex agent to [Amazon Bedrock AgentCore Runtime](https://docs.aws.amazon.com/bedrock/latest/userguide/agentcore.html) -- a managed compute platform for AI agents. It wraps `BedrockAgentCoreApp` from the `bedrock-agentcore` SDK, providing the required `POST /invocations` and `GET /ping` endpoints.\n\n### Quick Start\n\n```python\nfrom llama_index.llms.bedrock_converse import BedrockConverse\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.tools.aws_bedrock_agentcore import AgentCoreRuntime\n\nllm = BedrockConverse(\n    model=\"us.anthropic.claude-sonnet-4-6-v1\",\n    region_name=\"us-west-2\",\n)\nagent = FunctionAgent(llm=llm, tools=[])\n\n# One-liner -- starts uvicorn on port 8080\nAgentCoreRuntime.serve(agent)\n```\n\n### With Options\n\n```python\nruntime = AgentCoreRuntime(\n    agent=agent,\n    stream=True,  # SSE streaming (default)\n    port=8080,  # Required port for AgentCore deployment\n    debug=False,\n)\nruntime.run()\n```\n\n### With AgentCore Memory\n\n```python\nfrom llama_index.memory.bedrock_agentcore import (\n    AgentCoreMemory,\n    AgentCoreMemoryContext,\n)\n\nmemory = AgentCoreMemory(\n    context=AgentCoreMemoryContext(\n        memory_id=\"your-memory-id\",\n        actor_id=\"user-123\",\n    ),\n    region_name=\"us-west-2\",\n)\n\n# Session ID from the X-Amzn-Bedrock-AgentCore-Runtime-Session-Id header\n# is automatically wired to memory\nAgentCoreRuntime.serve(agent, memory=memory)\n```\n\n### Sending Requests\n\n```bash\n# Non-streaming\ncurl -X POST http://localhost:8080/invocations \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"prompt\": \"Hello, what can you do?\"}'\n\n# Streaming (SSE)\ncurl -N -X POST http://localhost:8080/invocations \\\n  -H \"Content-Type: application/json\" \\\n  -d '{\"prompt\": \"Hello, what can you do?\"}'\n```\n\nThe adapter accepts `prompt`, `message`, or `input` as the payload key.\n\n### Streaming Event Types\n\nWhen `stream=True` (default), the SSE stream emits these event types:\n\n| Event          | Fields                                 | Description               |\n| -------------- | -------------------------------------- | ------------------------- |\n| `agent_stream` | `delta`, `response`, `thinking_delta`? | Token-by-token LLM output |\n| `tool_call`    | `tool_name`, `tool_kwargs`             | Before tool execution     |\n| `tool_result`  | `tool_name`, `tool_output`             | After tool execution      |\n| `done`         | `response`                             | Final agent response      |\n| `error`        | `message`                              | Error during streaming    |\n\n### Testing with ASGI\n\n```python\nruntime = AgentCoreRuntime(agent=agent)\napp = runtime.app  # BedrockAgentCoreApp (Starlette-based)\n# Use with httpx.AsyncClient for testing\n```\n\n## Toolspecs\n\n### Browser\n\nThe AgentCore `Browser` toolspec provides a set of tools for interacting with web browsers in a secure sandbox environment. It enables your LlamaIndex agents to navigate websites, extract content, click elements, and more.\n\nIncluded tools:\n\n- `navigate_browser`: Navigate to a URL\n- `click_element`: Click on an element using CSS selectors\n- `extract_text`: Extract all text from the current webpage\n- `extract_hyperlinks`: Extract all hyperlinks from the current webpage\n- `get_elements`: Get elements matching a CSS selector\n- `navigate_back`: Navigate to the previous page\n- `current_webpage`: Get information about the current webpage\n- `generate_live_view_url`: Generate a presigned URL for human oversight of a browser session\n- `take_control`: Take manual control of a browser session (disables automation)\n- `release_control`: Release manual control (re-enables automation)\n\nLifecycle methods available for programmatic use (not exposed as agent tools):\n\n- `list_browsers`, `create_browser`, `delete_browser`, `get_browser`\n\nYou can optionally pass a custom `identifier` for VPC-enabled browser resources:\n\n```python\ntool_spec = AgentCoreBrowserToolSpec(\n    region=\"us-west-2\",\n    identifier=\"my-custom-browser-id\",\n)\n```\n\nExample usage:\n\n```python\nimport asyncio\nfrom llama_index.llms.bedrock_converse import BedrockConverse\nfrom llama_index.tools.aws_bedrock_agentcore import AgentCoreBrowserToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\n\nimport nest_asyncio\n\nnest_asyncio.apply()  # In case of existing loop (ex. in JupyterLab)\n\n\nasync def main():\n    tool_spec = AgentCoreBrowserToolSpec(region=\"us-west-2\")\n    tools = tool_spec.to_tool_list()\n\n    llm = BedrockConverse(\n        model=\"us.anthropic.claude-sonnet-4-6-v1\",\n        region_name=\"us-west-2\",\n    )\n\n    agent = FunctionAgent(\n        tools=tools,\n        llm=llm,\n    )\n\n    task = \"Go to https://news.ycombinator.com/ and tell me the titles of the top 5 posts.\"\n\n    response = await agent.run(task)\n    print(str(response))\n\n    await tool_spec.cleanup()\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\n### Code Interpreter\n\nThe AgentCore `Code Interpreter` toolspec provides a set of tools for interacting with a secure code interpreter sandbox environment. It enables your LlamaIndex agents to execute code, run shell commands, manage files, and perform computational tasks.\n\nIncluded tools:\n\n- `execute_code`: Run code in various languages (primarily Python)\n- `execute_command`: Run shell commands\n- `read_files`: Read content of files in the environment\n- `list_files`: List files in directories\n- `delete_files`: Remove files from the environment\n- `write_files`: Create or update files\n- `start_command`: Start long-running commands asynchronously\n- `get_task`: Check status of async tasks\n- `stop_task`: Stop running tasks\n- `upload_file`: Upload a file with an optional semantic description\n- `upload_files`: Upload multiple files at once\n- `install_packages`: Install Python packages via pip\n- `download_file`: Download a file from the sandbox\n- `download_files`: Download multiple files from the sandbox\n- `clear_context`: Clear all variable state in the Python execution context\n\nLifecycle methods available for programmatic use (not exposed as agent tools):\n\n- `list_code_interpreters`, `create_code_interpreter`, `delete_code_interpreter`, `get_code_interpreter`\n\nYou can optionally pass a custom `identifier` for VPC-enabled code interpreter resources:\n\n```python\ntool_spec = AgentCoreCodeInterpreterToolSpec(\n    region=\"us-west-2\",\n    identifier=\"my-custom-interpreter-id\",\n)\n```\n\nExample usage:\n\n```python\nimport asyncio\nfrom llama_index.llms.bedrock_converse import BedrockConverse\nfrom llama_index.tools.aws_bedrock_agentcore import (\n    AgentCoreCodeInterpreterToolSpec,\n)\nfrom llama_index.core.agent.workflow import FunctionAgent\n\nimport nest_asyncio\n\nnest_asyncio.apply()  # In case of existing loop (ex. in JupyterLab)\n\n\nasync def main():\n    tool_spec = AgentCoreCodeInterpreterToolSpec(region=\"us-west-2\")\n    tools = tool_spec.to_tool_list()\n\n    llm = BedrockConverse(\n        model=\"us.anthropic.claude-sonnet-4-6-v1\",\n        region_name=\"us-west-2\",\n    )\n\n    agent = FunctionAgent(\n        tools=tools,\n        llm=llm,\n    )\n\n    code_task = \"Write a Python function that calculates the factorial of a number and test it.\"\n\n    code_response = await agent.run(code_task)\n    print(str(code_response))\n\n    command_task = \"Use terminal CLI commands to: 1) Show the environment's Python version. 2) Show me the list of Python package currently installed in the environment.\"\n\n    command_response = await agent.run(command_task)\n    print(str(command_response))\n\n    await tool_spec.cleanup()\n\n\nif __name__ == \"__main__\":\n    asyncio.run(main())\n```\n\n## Example Notebooks\n\n- [Browser Tool Notebook](https://github.com/run-llama/llama_index/blob/main/docs/docs/examples/tools/agentcore_browser.ipynb)\n- [Code Interpreter Tool Notebook](https://github.com/run-llama/llama_index/blob/main/docs/docs/examples/tools/agentcore_code_interpreter.ipynb)\n","isInternal":false,"tokens":2044,"sizeBytes":8757},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-azure-code-interpreter/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-code-interpreter/README.md","title":"llama-index-tools-azure-code-interpreter Documentation","category":"plugin-manifest","format":"markdown","content":"# Azure Code Interpreter Tool\n\nThis tool leverages Azure Dynamic Sessions Pool to enable an Agent to run generated Python code in a secure environment with very low latency.\n\nIn order to utilize the tool, you will need to have the Session Pool management endpoint first. [Learn more](https://aka.ms/aca/sessions)\n\n## Prerequisites\n\n- Make sure to create a Session Pool and note down the `poolManagementEndpoint`.\n\n- In order to have the code execution right, the correct role needs to be assigned to the current user agent. Be sure to assign `Session Pool Executor` role to the correct user agent's identity (e.g. User Email, Service Principal, Managed Identity, etc.) in Session Pool's access control panel through the Portal or CLI. [Learn more](https://aka.ms/aca/sessions)\n\n## Usage\n\nA more detailed sample is located in a Jupyter notebook [here](https://github.com/run-llama/llama_index/tree/main/docs/examples/tools/azure_code_interpreter.ipynb)\n\nHere's an example usage of the `AzureCodeInterpreterToolSpec`.\n\n1. First, install the Azure Dynamic Sessions package using `pip`:\n\n```\npip install llama-index-tools-azure-code-interpreter\n```\n\n2. Create a file named `.env` in the same directory as your script with the following content:\n\n```\nAZURE_POOL_MANAGEMENT_ENDPOINT=<poolManagementEndpoint>\n```\n\n3. Next, set up the Dynamic Sessions tool and a LLM agent:\n\n```python\nfrom llama_index.tools.azure_code_interpreter import (\n    AzureCodeInterpreterToolSpec,\n)\nfrom llama_index.core.agent import ReActAgent\nfrom llama_index.llms.azure_openai import AzureOpenAI\n\nllm = AzureOpenAI(\n    model=\"gpt-35-turbo\",\n    deployment_name=\"gpt-35-deploy\",\n    api_key=api_key,\n    azure_endpoint=azure_endpoint,\n    api_version=api_version,\n)\n\ncode_interpreter_spec = AzureCodeInterpreterToolSpec(\n    pool_management_endpoint=os.getenv(\"AZURE_POOL_MANAGEMENT_ENDPOINT\")\n)\n\nagent = ReActAgent.from_tools(\n    code_interpreter_spec.to_tool_list(), llm=llm, verbose=True\n)\n```\n\n4. Use the tool as you need:\n\n```python\nprint(agent.chat(\"Tell me the current time in Seattle.\"))\n\n\"\"\"\nSample Return:\nThought: To provide the current time in Seattle, I need to calculate it based on the current UTC time and adjust for Seattle's time zone, which is Pacific Daylight Time (PDT) during daylight saving time and Pacific Standard Time (PST) outside of daylight saving time. PDT is UTC-7, and PST is UTC-8. I can use the code interpreter tool to get the current UTC time and adjust it accordingly.\nAction: code_interpreter\nAction Input: {'python_code': \"from datetime import datetime, timedelta; import pytz; utc_now = datetime.now(pytz.utc); seattle_time = utc_now.astimezone(pytz.timezone('America/Los_Angeles')); seattle_time.strftime('%Y-%m-%d %H:%M:%S %Z%z')\"}\nObservation: {'$id': '1', 'status': 'Success', 'stdout': '', 'stderr': '', 'result': '2024-05-04 13:54:09 PDT-0700', 'executionTimeInMilliseconds': 120}\nThought: I can answer without using any more tools. I'll use the user's language to answer.\nAnswer: The current time in Seattle is 2024-05-04 13:54:09 PDT.\nThe current time in Seattle is 2024-05-04 13:54:09 PDT.\n\"\"\"\n\nprint(dynamic_session_tool.code_interpreter(\"1+1\"))\n\n\"\"\"\nSample Return:\n{'$id': '1', 'status': 'Success', 'stdout': '', 'stderr': '', 'result': 2, 'executionTimeInMilliseconds': 11}\n\"\"\"\n```\n\n## Included Tools\n\nThe `AzureCodeInterpreterToolSpec` provides the following tools to the agent:\n\n`code_interpreter`: (Available to developer and LLM Agent in tool spec) Send a Python code to be executed in Azure Container Apps Dynamic Sessions and return the output in a JSON format.\n\n`list_files`: (Available to developer and LLM Agent in tool spec) List the files available in a Session under the path `/mnt/data`.\n\n`upload_file`: (Available to developer) Upload a file or a stream of data into a Session under the path `/mnt/data`.\n\n`download_file`: (Available to developer) Download a file by its path relative to the path `/mnt/data` to the tool's hosting agent.\n","isInternal":false,"tokens":971,"sizeBytes":3978},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-azure-cv/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-cv/README.md","title":"llama-index-tools-azure-cv Documentation","category":"plugin-manifest","format":"markdown","content":"# Azure Computer Vision Tool\n\nThis tool connects to a Azure account and allows an Agent to perform a variety of computer vision tasks on image urls.\n\nYou will need to set up an api key and computer vision instance using Azure, learn more here: https://azure.microsoft.com/en-ca/products/cognitive-services/computer-vision\n\n## Usage\n\nThis tool has a more extensive example usage documented in a Jupyter notebook [here](https://github.com/run-llama/llama_index/blob/main/llama-index-integrations/tools/llama-index-tools-azure-cv/examples/azure_vision.ipynb)\n\nHere's an example usage of the AzureCVToolSpec.\n\n```python\nfrom llama_index.tools.azure_cv import AzureCVToolSpec\nfrom llama_index.core.agent.workflow import FunctionAgent\nfrom llama_index.llms.openai import OpenAI\n\ntool_spec = AzureCVToolSpec(api_key=\"your-key\", resource=\"your-resource\")\n\nagent = FunctionAgent(\n    tools=tool_spec.to_tool_list(), llm=OpenAI(model=\"gpt-4.1\")\n)\n\nawait agent.run(\n    \"caption this image and tell me what tags are in it https://portal.vision.cognitive.azure.com/dist/assets/ImageCaptioningSample1-bbe41ac5.png\"\n)\nawait agent.run(\n    \"caption this image and read any text https://portal.vision.cognitive.azure.com/dist/assets/OCR3-4782f088.jpg\"\n)\n```\n\n`process_image`: Send an image for computer vision classification of objects, tags, captioning or OCR.\n\nThis loader is designed to be used as a way to load data as a Tool in a Agent.\n","isInternal":false,"tokens":339,"sizeBytes":1426},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-azure-speech/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-speech/README.md","title":"llama-index-tools-azure-speech Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-azure-speech Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-speech/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-speech/README.md)","tokens":300,"sizeBytes":291},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-azure-translate/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-translate/README.md","title":"llama-index-tools-azure-translate Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-azure-translate Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-azure-translate/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-azure-translate/README.md)","tokens":300,"sizeBytes":300},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-bing-search/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-bing-search/README.md","title":"llama-index-tools-bing-search Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-bing-search Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-bing-search/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-bing-search/README.md)","tokens":300,"sizeBytes":288},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-box/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-box/README.md","title":"llama-index-tools-box Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-box Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-box/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-box/README.md)","tokens":300,"sizeBytes":264},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-brave-search/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-brave-search/README.md","title":"llama-index-tools-brave-search Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-brave-search Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-brave-search/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-brave-search/README.md)","tokens":300,"sizeBytes":291},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-brightdata/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-brightdata/README.md","title":"llama-index-tools-brightdata Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-brightdata Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-brightdata/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-brightdata/README.md)","tokens":300,"sizeBytes":285},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-cassandra/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cassandra/README.md","title":"llama-index-tools-cassandra Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-cassandra Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-cassandra/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cassandra/README.md)","tokens":300,"sizeBytes":282},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/README.md","title":"llama-index-tools-chatgpt-plugin Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-chatgpt-plugin Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/README.md)","tokens":300,"sizeBytes":297},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-code-interpreter/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-code-interpreter/README.md","title":"llama-index-tools-code-interpreter Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-code-interpreter Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-code-interpreter/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-code-interpreter/README.md)","tokens":300,"sizeBytes":303},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-cogniswitch/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cogniswitch/README.md","title":"llama-index-tools-cogniswitch Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-cogniswitch Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-cogniswitch/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-cogniswitch/README.md)","tokens":300,"sizeBytes":288},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-dappier/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-dappier/README.md","title":"llama-index-tools-dappier Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-dappier Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-dappier/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-dappier/README.md)","tokens":300,"sizeBytes":276},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-database/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-database/README.md","title":"llama-index-tools-database Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-database Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-database/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-database/README.md)","tokens":300,"sizeBytes":279},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-desearch/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-desearch/README.md","title":"llama-index-tools-desearch Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-desearch Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-desearch/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-desearch/README.md)","tokens":300,"sizeBytes":279},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-duckduckgo/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-duckduckgo/README.md","title":"llama-index-tools-duckduckgo Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-duckduckgo Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-duckduckgo/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-duckduckgo/README.md)","tokens":300,"sizeBytes":285},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-elevenlabs/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-elevenlabs/README.md","title":"llama-index-tools-elevenlabs Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-elevenlabs Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-elevenlabs/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-elevenlabs/README.md)","tokens":300,"sizeBytes":285},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-exa/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-exa/README.md","title":"llama-index-tools-exa Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-exa Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-exa/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-exa/README.md)","tokens":300,"sizeBytes":264},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-finance/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-finance/README.md","title":"llama-index-tools-finance Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-finance Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-finance/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-finance/README.md)","tokens":300,"sizeBytes":276},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-google/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-google/README.md","title":"llama-index-tools-google Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-google Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-google/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-google/README.md)","tokens":300,"sizeBytes":273},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-graphql/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-graphql/README.md","title":"llama-index-tools-graphql Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-graphql Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-graphql/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-graphql/README.md)","tokens":300,"sizeBytes":276},{"name":"readme.md","path":"llama-index-integrations/tools/llama-index-tools-hive/readme.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-hive/readme.md","title":"llama-index-tools-hive Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-hive Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-hive/readme.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-hive/readme.md)","tokens":300,"sizeBytes":267},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-igpt-email/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-igpt-email/README.md","title":"llama-index-tools-igpt-email Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-igpt-email Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-igpt-email/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-igpt-email/README.md)","tokens":300,"sizeBytes":285},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-ionic-shopping/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-ionic-shopping/README.md","title":"llama-index-tools-ionic-shopping Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-ionic-shopping Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-ionic-shopping/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-ionic-shopping/README.md)","tokens":300,"sizeBytes":297},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-jina/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jina/README.md","title":"llama-index-tools-jina Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-jina Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-jina/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jina/README.md)","tokens":300,"sizeBytes":267},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-jira-issue/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jira-issue/README.md","title":"llama-index-tools-jira-issue Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-jira-issue Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-jira-issue/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jira-issue/README.md)","tokens":300,"sizeBytes":285},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-jira/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jira/README.md","title":"llama-index-tools-jira Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-jira Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-jira/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-jira/README.md)","tokens":300,"sizeBytes":267},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-linkup-research/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-linkup-research/README.md","title":"llama-index-tools-linkup-research Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-linkup-research Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-linkup-research/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-linkup-research/README.md)","tokens":300,"sizeBytes":300},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-mcp-discovery/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp-discovery/README.md","title":"llama-index-tools-mcp-discovery Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-mcp-discovery Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp-discovery/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp-discovery/README.md)","tokens":300,"sizeBytes":294},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-mcp/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp/README.md","title":"llama-index-tools-mcp Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-mcp Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-mcp/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-mcp/README.md)","tokens":300,"sizeBytes":264},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-measurespace/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-measurespace/README.md","title":"llama-index-tools-measurespace Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-measurespace Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-measurespace/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-measurespace/README.md)","tokens":300,"sizeBytes":291},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-metaphor/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-metaphor/README.md","title":"llama-index-tools-metaphor Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-metaphor Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-metaphor/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-metaphor/README.md)","tokens":300,"sizeBytes":279},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-moss/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-moss/README.md","title":"llama-index-tools-moss Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-moss Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-moss/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-moss/README.md)","tokens":300,"sizeBytes":267},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-multion/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-multion/README.md","title":"llama-index-tools-multion Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-multion Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-multion/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-multion/README.md)","tokens":300,"sizeBytes":276},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-neo4j/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-neo4j/README.md","title":"llama-index-tools-neo4j Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-neo4j Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-neo4j/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-neo4j/README.md)","tokens":300,"sizeBytes":270},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-notion/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-notion/README.md","title":"llama-index-tools-notion Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-notion Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-notion/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-notion/README.md)","tokens":300,"sizeBytes":273},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-openai/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openai/README.md","title":"llama-index-tools-openai Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-openai Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-openai/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openai/README.md)","tokens":300,"sizeBytes":273},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-openapi/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/README.md","title":"llama-index-tools-openapi Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-openapi Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-openapi/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-openapi/README.md)","tokens":300,"sizeBytes":276},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-parallel-web-systems/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-parallel-web-systems/README.md","title":"llama-index-tools-parallel-web-systems Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-parallel-web-systems Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-parallel-web-systems/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-parallel-web-systems/README.md)","tokens":300,"sizeBytes":315},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-playgrounds/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playgrounds/README.md","title":"llama-index-tools-playgrounds Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-playgrounds Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-playgrounds/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playgrounds/README.md)","tokens":300,"sizeBytes":288},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-playwright/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playwright/README.md","title":"llama-index-tools-playwright Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-playwright Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-playwright/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-playwright/README.md)","tokens":300,"sizeBytes":285},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-python-file/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-python-file/README.md","title":"llama-index-tools-python-file Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-python-file Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-python-file/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-python-file/README.md)","tokens":300,"sizeBytes":288},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-requests/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-requests/README.md","title":"llama-index-tools-requests Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-requests Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-requests/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-requests/README.md)","tokens":300,"sizeBytes":279},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-salesforce/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-salesforce/README.md","title":"llama-index-tools-salesforce Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-salesforce Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-salesforce/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-salesforce/README.md)","tokens":300,"sizeBytes":285},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-seltz/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-seltz/README.md","title":"llama-index-tools-seltz Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-seltz Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-seltz/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-seltz/README.md)","tokens":300,"sizeBytes":270},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-serpex/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-serpex/README.md","title":"llama-index-tools-serpex Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-serpex Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-serpex/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-serpex/README.md)","tokens":300,"sizeBytes":273},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-shopify/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-shopify/README.md","title":"llama-index-tools-shopify Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-shopify Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-shopify/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-shopify/README.md)","tokens":300,"sizeBytes":276},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-signnow/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-signnow/README.md","title":"llama-index-tools-signnow Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-signnow Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-signnow/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-signnow/README.md)","tokens":300,"sizeBytes":276},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-slack/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-slack/README.md","title":"llama-index-tools-slack Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-slack Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-slack/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-slack/README.md)","tokens":300,"sizeBytes":270},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-tavily-research/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-tavily-research/README.md","title":"llama-index-tools-tavily-research Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-tavily-research Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-tavily-research/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-tavily-research/README.md)","tokens":300,"sizeBytes":300},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-text-to-image/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-text-to-image/README.md","title":"llama-index-tools-text-to-image Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-text-to-image Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-text-to-image/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-text-to-image/README.md)","tokens":300,"sizeBytes":294},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-typecast/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-typecast/README.md","title":"llama-index-tools-typecast Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-typecast Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-typecast/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-typecast/README.md)","tokens":300,"sizeBytes":279},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-valyu/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-valyu/README.md","title":"llama-index-tools-valyu Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-valyu Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-valyu/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-valyu/README.md)","tokens":300,"sizeBytes":270},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-vectara-query/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vectara-query/README.md","title":"llama-index-tools-vectara-query Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-vectara-query Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-vectara-query/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vectara-query/README.md)","tokens":300,"sizeBytes":294},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-vector-db/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vector-db/README.md","title":"llama-index-tools-vector-db Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-vector-db Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-vector-db/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-vector-db/README.md)","tokens":300,"sizeBytes":282},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-waii/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-waii/README.md","title":"llama-index-tools-waii Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-waii Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-waii/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-waii/README.md)","tokens":300,"sizeBytes":267},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-weather/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-weather/README.md","title":"llama-index-tools-weather Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-weather Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-weather/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-weather/README.md)","tokens":300,"sizeBytes":276},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-wikipedia/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wikipedia/README.md","title":"llama-index-tools-wikipedia Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-wikipedia Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-wikipedia/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wikipedia/README.md)","tokens":300,"sizeBytes":282},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-wolfram-alpha/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wolfram-alpha/README.md","title":"llama-index-tools-wolfram-alpha Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-wolfram-alpha Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-wolfram-alpha/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-wolfram-alpha/README.md)","tokens":300,"sizeBytes":294},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-yahoo-finance/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yahoo-finance/README.md","title":"llama-index-tools-yahoo-finance Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-yahoo-finance Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-yahoo-finance/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yahoo-finance/README.md)","tokens":300,"sizeBytes":294},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-yelp/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yelp/README.md","title":"llama-index-tools-yelp Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-yelp Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-yelp/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-yelp/README.md)","tokens":300,"sizeBytes":267},{"name":"README.md","path":"llama-index-integrations/tools/llama-index-tools-zapier/README.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-zapier/README.md","title":"llama-index-tools-zapier Documentation","category":"plugin-manifest","format":"markdown","content":"# llama-index-tools-zapier Documentation\n\nPath: `llama-index-integrations/tools/llama-index-tools-zapier/README.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/llama-index-integrations/tools/llama-index-tools-zapier/README.md)","tokens":300,"sizeBytes":273},{"name":"modules.md","path":"docs/src/content/docs/framework/module_guides/deploying/agents/modules.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/src/content/docs/framework/module_guides/deploying/agents/modules.md","title":"Subagent: modules","category":"subagent-persona","format":"markdown","content":"# Subagent: modules\n\nPath: `docs/src/content/docs/framework/module_guides/deploying/agents/modules.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/src/content/docs/framework/module_guides/deploying/agents/modules.md)","tokens":300,"sizeBytes":268},{"name":"tools.md","path":"docs/src/content/docs/framework/module_guides/deploying/agents/tools.md","rawUrl":"https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/src/content/docs/framework/module_guides/deploying/agents/tools.md","title":"Subagent: tools","category":"subagent-persona","format":"markdown","content":"# Subagent: tools\n\nPath: `docs/src/content/docs/framework/module_guides/deploying/agents/tools.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/src/content/docs/framework/module_guides/deploying/agents/tools.md)","tokens":300,"sizeBytes":262}],"systemPromptSnippet":"<yakaai_skills repo=\"run-llama/llama_index\">\n<!-- File: docs/api_reference/api_reference/tools/agentql.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/agentql.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/agentql.md)\n\n<!-- File: docs/api_reference/api_reference/tools/airweave.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/airweave.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/airweave.md)\n\n<!-- File: docs/api_reference/api_reference/tools/artifact_editor.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/artifact_editor.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/artifact_editor.md)\n\n<!-- File: docs/api_reference/api_reference/tools/arxiv.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/arxiv.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/arxiv.md)\n\n<!-- File: docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/aws_bedrock_agentcore.md)\n\n<!-- File: docs/api_reference/api_reference/tools/azure_code_interpreter.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_code_interpreter.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_code_interpreter.md)\n\n<!-- File: docs/api_reference/api_reference/tools/azure_cv.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_cv.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_cv.md)\n\n<!-- File: docs/api_reference/api_reference/tools/azure_speech.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_speech.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_speech.md)\n\n<!-- File: docs/api_reference/api_reference/tools/azure_translate.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/azure_translate.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/azure_translate.md)\n\n<!-- File: docs/api_reference/api_reference/tools/bing_search.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/bing_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/bing_search.md)\n\n<!-- File: docs/api_reference/api_reference/tools/box.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/box.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/box.md)\n\n<!-- File: docs/api_reference/api_reference/tools/brave_search.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/brave_search.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/brave_search.md)\n\n<!-- File: docs/api_reference/api_reference/tools/brightdata.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/brightdata.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/brightdata.md)\n\n<!-- File: docs/api_reference/api_reference/tools/cassandra.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/cassandra.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/cassandra.md)\n\n<!-- File: docs/api_reference/api_reference/tools/chatgpt_plugin.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/chatgpt_plugin.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/chatgpt_plugin.md)\n\n<!-- File: docs/api_reference/api_reference/tools/code_interpreter.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/code_interpreter.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/code_interpreter.md)\n\n<!-- File: docs/api_reference/api_reference/tools/cogniswitch.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/cogniswitch.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/cogniswitch.md)\n\n<!-- File: docs/api_reference/api_reference/tools/dappier.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/dappier.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/dappier.md)\n\n<!-- File: docs/api_reference/api_reference/tools/database.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/database.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/database.md)\n\n<!-- File: docs/api_reference/api_reference/tools/desearch.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/desearch.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/desearch.md)\n\n<!-- File: docs/api_reference/api_reference/tools/duckduckgo.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/duckduckgo.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/duckduckgo.md)\n\n<!-- File: docs/api_reference/api_reference/tools/elevenlabs.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/elevenlabs.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/elevenlabs.md)\n\n<!-- File: docs/api_reference/api_reference/tools/exa.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/exa.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/exa.md)\n\n<!-- File: docs/api_reference/api_reference/tools/finance.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/finance.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/finance.md)\n\n<!-- File: docs/api_reference/api_reference/tools/function.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/function.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/function.md)\n\n<!-- File: docs/api_reference/api_reference/tools/google.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/google.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/google.md)\n\n<!-- File: docs/api_reference/api_reference/tools/graphql.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/graphql.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/graphql.md)\n\n<!-- File: docs/api_reference/api_reference/tools/hive.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/hive.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/hive.md)\n\n<!-- File: docs/api_reference/api_reference/tools/igpt_email.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/igpt_email.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/igpt_email.md)\n\n<!-- File: docs/api_reference/api_reference/tools/index.md (Tokens: ~300 | Category: anthropic-skill) -->\n# Tools Skill\n\nPath: `docs/api_reference/api_reference/tools/index.md`\n\n[View Raw Content on GitHub](https://raw.githubusercontent.com/run-llama/llama_index/HEAD/docs/api_reference/api_reference/tools/index.md)\n\n<!-- ... +160 more modular skills available via /api/skills/run-llama/llama_index?path={path} -->\n</yakaai_skills>"}