{"id":"63c03253-b2ee-4e32-bed3-8b1544a6ef39","shortId":"sm5VMc","kind":"skill","title":"Build document-grounded agent context workflows with RAGFlow","tagline":"Use RAGFlow to ingest complex documents, build governed RAG knowledge bases, and give agents higher-fidelity context for retrieval-augmented workflows.","description":"# Build document-grounded agent context workflows with RAGFlow\n\nUse RAGFlow to ingest complex documents, build governed RAG knowledge bases, and give agents higher-fidelity context for retrieval-augmented workflows.\n\n## Prerequisites\n\nRAGFlow, Docker or self-hosted/cloud RAGFlow deployment, target LLM/provider credentials as needed\n\n## Installation\n\nUse the upstream install or setup path that matches your environment:\n- If you have not installed Docker on your local machine (Windows, Mac, or Linux), see [Install Docker Engine](https://docs.docker.com/engine/install/).\n- $ git clone https://github.com/infiniflow/ragflow.git\n- $ docker compose -f docker-compose.yml up -d\n- $ docker logs -f docker-ragflow-cpu-1\n\nRequirements and caveats from upstream:\n- <a href=\"https://hub.docker.com/r/infiniflow/ragflow\" target=\"_blank\">\n- <img src=\"https://img.shields.io/docker/pulls/infiniflow/ragflow?label=Docker%20Pulls&color=0db7ed&logo=docker&logoColor=white&style=flat-square\" alt=\"docker pull infiniflow/ragflow:v0.25.4\">\n- 🔧 [Build a Docker image](#-build-a-docker-image)\n\n- Source: https://github.com/infiniflow/ragflow\n- Extracted from upstream docs: https://raw.githubusercontent.com/infiniflow/ragflow/HEAD/README.md\n\n## Documentation\n\n- https://ragflow.io\n\n## Source\n\n- [Agent Skill 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