Mem0 MCP Selfhosted

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作者：elvismdev

Self-hosted mem0 MCP server for Claude Code. Run a complete memory server against self-hosted Qdrant + Neo4j + Ollama while using Claude as the main LLM.

ai-memoryanthropicclaude-codeknowledge-graphmcpmcp-servermem0memoryneo4jollamaqdrantself-hosted

安装

$pip install -e ".[dev]"

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工具（11 个）

add_memory

Store text or conversation history as memories. Supports enablegraph, infer, metadata.

delete_all_memories

Bulk-delete all memories in a scope.

delete_entities

Cascade-delete an entity and all its memories.

delete_memory

Delete a single memory by UUID.

get_entity

Get all relationships for an entity (bidirectional: incoming + outgoing).

get_memories

List/filter memories (non-search). Supports limit and scope filters.

get_memory

Fetch a single memory by UUID.

list_entities

List users/agents/runs with memory counts. Uses Qdrant Facet API.

search_graph

Search Neo4j entities by name substring. Returns entities + outgoing relationships.

search_memories

Semantic search with optional filters, threshold, rerank, enablegraph.

update_memory

Replace memory text. Re-embeds and re-indexes in Qdrant.