A Model Context Protocol server that provides AI assistants with persistent semantic memory and knowledge graph capabilities using PostgreSQL and vector embeddings. It enables cross-session storage, hybrid search, and complex relationship tracking for enhanced contextual awareness.
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process.env. You'll be asked to provide them before it can run.DASHSCOPE_API_KEY— "": "sk-your-api-key"DASHSCOPE_API_URL— ❌ https://dashscope.aliyuncs.com/... 嵌入 API 端点DATABASE_URL— "": "postgresql://user:pass@localhost:5432/mcp_memory",DB_IDLE_TIMEOUT— ❌ 30000 空闲连接超时 (ms)DB_MAX_POOL_SIZE— ❌ 20 数据库连接池大小EMBEDDINGS_DIMENSIONS— ❌ 1024 向量维度EMBEDDINGS_MODEL— ❌ text-embedding-v3 嵌入模型MCP_DEBUG_LOG_PATH— ❌ memory-debug.log 调试日志路径MCP_PROTOCOL_VERSIONMCP_SERVER_DESCRIPTIONMCP_SERVER_DISPLAY_NAMEMCP_SERVER_NAMEMCP_SERVER_PUBLISHERMCP_SERVER_VERSIONPORTSEARCH_DEFAULT_LIMIT— ❌ 10 默认搜索结果数[](https://m8ven.ai/mcp/calvin-francis-memory-mcp-udi6n2)