knowledge-base-server：给 AI Agent 的共享记忆库

Dan Kornas @DanKornas原推发布于 2026.10.11

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Your AI agents keep rediscovering the same context. This repo gives them a shared memory. knowledge-base-server is a self-hosted persistent memory system for builders who use AI agents across projects. It helps you turn notes, code, documents, and session findings into retrievable context by ingesting them into a shared knowledge base exposed through MCP and REST APIs. Key features: • Shared agent context – Claude Code, Codex CLI, Gemini CLI, ChatGPT, and other MCP clients can read from and write to the same knowledge base • Hybrid retrieval – FTS5/BM25 search and local semantic search help agents find relevant material • Broad ingestion – supports Obsidian sync plus code, PDFs, text, YouTube transcripts, X bookmarks, web articles, and terminal sessions • Knowledge pipeline – tools classify captures, promote raw sources into structured artifacts, and synthesize patterns across notes • Token-aware briefings – `kb_context` returns summaries and metadata before full documents are loaded It’s open-source (MIT license). Link in the reply 👇