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Dev.to
5/10/2026
DocuFlow: Give Your AI Agent a Persistent Memory for Your Codebase

DocuFlow: Give Your AI Agent a Persistent Memory for Your Codebase

Short summary

DocuFlow is an open-source MCP server that gives AI agents persistent, structured knowledge of your codebase by implementing an LLM Wiki pattern instead of traditional RAG. Instead of re-reading files each session, the tool ingests documentation once, builds cross-referenced wiki pages, and lets agents query accumulated knowledge. Includes CLI, web UI with graph visualization, and 15 MCP tools for code extraction, wiki management, and dependency analysis.

  • DocuFlow implements 'LLM Wiki pattern' — agents ingest codebase knowledge once, compound it over sessions instead of re-reading files
  • Includes 15 MCP tools for code extraction, wiki generation, and dependency analysis; works with Claude, Copilot, Cursor
  • Web UI provides Ask/Wiki/Graph/Health views for querying knowledge base and monitoring documentation quality

Generated with AI, which can make mistakes.

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