mem0-mcp-selfhosted
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mem0-mcpofficial
AlicenseAqualityCmaintenanceSelf-hosted Mem0 MCP server integrating Qdrant, Neo4j, and Ollama for semantic memory search, graph entity relationships, and memory management via OpenMemory API.64MIT- FlicenseNot gradedqualityAmaintenanceEnables Claude Code to run a self-hosted persistent memory server backed by Qdrant, Neo4j, and Ollama, exposing 11 MCP tools for adding, searching, updating, deleting, and organizing memories and knowledge-graph entities. Supports Anthropic or local Ollama LLMs, automatic session hooks, and cross-session memory management.-
- FlicenseNot gradedqualityAmaintenanceEnables Claude Code to maintain persistent cross-session memory using self-hosted Qdrant, Neo4j, and Ollama, with optional Anthropic or local LLM backends, and exposes MCP tools for adding, searching, updating, deleting, and graphing memories.-
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TDQS
Scored across 11 tools
Most tools have distinct purposes: add, get, update, delete, search, and entity management. However, delete_all_memories and delete_entities could be confused as both are bulk deletions, and get_memories vs search_memories may cause ambiguity despite different filtering/semantic approaches.
The majority follow a consistent verb_noun pattern (e.g., add_memory, delete_memory). Two tools (mcp_get_entity, mcp_search_graph) deviate with an 'mcp_' prefix, breaking the otherwise uniform style.
With 11 tools, the server covers core memory CRUD, search, and entity operations without being excessive. This count is well-scoped for a focused memory management MCP server.
The tool surface includes creation, retrieval (by ID, pagination, semantic search), update, and multiple deletion methods, plus entity listing and graph search. This provides comprehensive lifecycle coverage for agent memory management.