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mcp-memory-service

Open-source persistent memory for AI agent pipelines (LangGraph, CrewAI, AutoGen) and Claude. REST API + knowledge graph + autonomous consolidation.

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python/uvpythonmulti-agentlanggraphragcrewaisemantic-searchknowledge-graphclaudemcpvector-storagesqlite-vecPythonagent-memorymodel-context-protocolopen-sourcememoryagentic-ailong-term-memoryvector-databaseai-agentsmcp-serverautogen

An MCP server that provides persistent, long-term memory for AI agents and Claude, exposing it through a REST API with knowledge-graph relationships and autonomous memory consolidation. It is built in Python and uses sqlite-vec for vector storage with semantic search.

You need a self-hosted, open-source memory layer that agents across frameworks like LangGraph, CrewAI, or AutoGen can share via MCP.

Use it to

  • Add long-term memory to Claude via MCP
  • Share persistent memory across multi-agent pipelines
  • Run semantic search over stored agent memories
  • Build knowledge-graph links between memories
  • Let the service consolidate memories autonomously

For Developers building agent pipelines or Claude integrations

Role
mcp-server
Language
Python
Licence
Apache-2.0
Forks
319
Open issues
25
Last push
2026-09-16
Latest release
v1.0.0 · 2025-07-27
Skills shipped
4
topicsmcp-servermemorysemantic-searchvector-databaseknowledge-graphagent-memory