A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines
docker pull OpenBMB/UltraRAG:latest
docker run -d --name ultrarag -p 5050:5050 --restart always openbmb/ultrarag:latest
podman run -d --name ultrarag -p 5050:5050 --restart always openbmb/ultrarag:latest
skopeo inspect docker://docker.io/openbmb/ultrarag:latest
oras pull openbmb/ultrarag:latest
FROM node:22-bookworm-slim AS frontend-builder
WORKDIR /ultrarag-frontend
COPY ui/frontend/package*.json ./
RUN npm ci
COPY ui/frontend/ ./
RUN npm run build
FROM nvidia/cuda:12.9.1-base-ubuntu24.04
COPY --from=ghcr.io/astral-sh/uv:0.12.0 /uv /uvx /bin/
COPY --from=frontend-builder /usr/local/bin/node /usr/local/bin/node
COPY --from=frontend-builder /usr/local/lib/node_modules /usr/local/lib/node_modules
ENV DEBIAN_FRONTEND=noninteractive \
PYTHONUNBUFFERED=1 \
UV_PYTHON=python3.12 \
PATH="/root/.local/bin:/ultrarag/.venv/bin:${PATH}"
RUN apt-get update && \
apt-get install -y --no-install-recommends \
python3.12 python3.12-venv python3-dev \
curl ca-certificates git build-essential libreoffice && \
update-ca-certificates && \
ln -sf /usr/bin/python3.12 /usr/local/bin/python3 && \
ln -sf /usr/bin/python3.12 /usr/local/bin/python && \
ln -s /usr/local/lib/node_modules/npm/bin/npm-cli.js /usr/local/bin/npm && \
ln -s /usr/local/lib/node_modules/npm/bin/npx-cli.js /usr/local/bin/npx && \
rm -rf /var/lib/apt/lists/*
WORKDIR /ultrarag
COPY . .
COPY --from=frontend-builder /ultrarag-frontend/dist ./ui/frontend/dist
RUN uv sync --frozen --no-dev --all-extras
RUN node --version && npx --version && test -s ui/frontend/dist/index.html
EXPOSE 5050
CMD ["ultrarag", "show", "ui", "--port", "5050", "--host", "0.0.0.0"]