# Build document-grounded agent context workflows with RAGFlow > Use RAGFlow to ingest complex documents, build governed RAG knowledge bases, and give agents higher-fidelity context for retrieval-augmented workflows. - Skill: `agentskillexchange/build-document-grounded-agent-context-workflows-with-ragflow` (Agent Skill) - Install (CLI): `npx skillmds@latest add agentskillexchange/build-document-grounded-agent-context-workflows-with-ragflow` - Raw SKILL.md: https://api.skillmd.com/api/skills/agentskillexchange/build-document-grounded-agent-context-workflows-with-ragflow/raw - Safety review: pending (external: skill-scanner PASS, skillspector PASS) - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: AI & ML - Author: agentskillexchange (https://skillmd.com/u/agentskillexchange) - Updated: 2026-09-08 - Page: https://skillmd.com/skills/agentskillexchange/build-document-grounded-agent-context-workflows-with-ragflow --- # Build document-grounded agent context workflows with RAGFlow Use RAGFlow to ingest complex documents, build governed RAG knowledge bases, and give agents higher-fidelity context for retrieval-augmented workflows. ## Prerequisites RAGFlow, Docker or self-hosted/cloud RAGFlow deployment, target LLM/provider credentials as needed ## Installation Use the upstream install or setup path that matches your environment: - If you have not installed Docker on your local machine (Windows, Mac, or Linux), see [Install Docker Engine](https://docs.docker.com/engine/install/). - $ git clone https://github.com/infiniflow/ragflow.git - $ docker compose -f docker-compose.yml up -d - $ docker logs -f docker-ragflow-cpu-1 Requirements and caveats from upstream: - -

- 🔧 [Build a Docker image](#-build-a-docker-image) - Source: https://github.com/infiniflow/ragflow - Extracted from upstream docs: https://raw.githubusercontent.com/infiniflow/ragflow/HEAD/README.md ## Documentation - https://ragflow.io ## Source - [Agent Skill Exchange](https://agentskillexchange.com/skills/build-document-grounded-agent-context-workflows-with-ragflow/)