python-memory-mcp-server
MCP server for knowledge graph management. python-memory-mcp-server is a Model Context Protocol (MCP) server maintained by evangstav. It connects to MCP-compatible clients such as Claude Desktop, Cursor, Cline, and other agents that speak the protocol. It exposes 9 tools, including get_entity, get_graph, create_entities, add_observation, create_relation, search_memory, delete_entities and delete_relation, that an agent can call directly. It is categorized under AI/KnowledgeGraph and Tool/Python.
What is this MCP
This is a Model Context Protocol (MCP) server that provides knowledge graph functionality for managing entities, relations, and observations with strict validation rules to maintain data consistency.
How to use this MCP
The server can be installed via CLI and provides tools for managing a knowledge graph through Python API calls, including entity/relation creation, observation management, graph retrieval, and memory search operations.
What this MCP can be used for
This MCP can be used for building and maintaining structured knowledge graphs, organizing information about people, projects, documents, and concepts, with applications in AI memory systems, knowledge management, and structured data organization.
AIMCP authority
DR and traffic signal for the AIMCP public domain.
Frequently asked questions
What is the python-memory-mcp-server MCP server?
python-memory-mcp-server is a Model Context Protocol server from evangstav. It lets MCP-compatible AI clients call its tools over a standard interface, so agents like Claude, Cursor, and Cline can use it without custom integration.
How do I connect python-memory-mcp-server to my AI client?
Add python-memory-mcp-server to your client's MCP configuration using the stdio or SSE connection shown in the usage examples on this page, then restart the client to load the server.
What tools does python-memory-mcp-server provide?
python-memory-mcp-server provides 9 tools: get_entity, get_graph, create_entities, add_observation, create_relation, search_memory, delete_entities, delete_relation and flush_memory.
Is python-memory-mcp-server free to use?
python-memory-mcp-server is listed on AIMCP for free. Any API keys or accounts required by the underlying service are set by its provider.
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