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glama

Memory MCP

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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// key findings
No credential exfiltration, no sensitive file access, no obfuscation
Static analysis found nothing flowing your secrets to unexpected places.
Open source with a license and README
Anyone can audit the code, the license is declared, and the publisher documents what it does.
🔐
You'll be asked for 1 credential: DASHSCOPE_API_KEY
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
🔐 secretDASHSCOPE_API_KEY"": "sk-your-api-key"
configDASHSCOPE_API_URL❌ https://dashscope.aliyuncs.com/... 嵌入 API 端点
configDATABASE_URL"": "postgresql://user:pass@localhost:5432/mcp_memory",
configDB_IDLE_TIMEOUT❌ 30000 空闲连接超时 (ms)
configDB_MAX_POOL_SIZE❌ 20 数据库连接池大小
configEMBEDDINGS_DIMENSIONS❌ 1024 向量维度
configEMBEDDINGS_MODEL❌ text-embedding-v3 嵌入模型
configMCP_DEBUG_LOG_PATH❌ memory-debug.log 调试日志路径
configMCP_PROTOCOL_VERSION
configMCP_SERVER_DESCRIPTION
configMCP_SERVER_DISPLAY_NAME
configMCP_SERVER_NAME
configMCP_SERVER_PUBLISHER
configMCP_SERVER_VERSION
configPORT
configSEARCH_DEFAULT_LIMIT❌ 10 默认搜索结果数
// full audit trail
The full breakdown of what we checked, the deductions that landed, the network hosts, the dependency advisories, and concrete fix guidance is available to verified publishers.
// improvement guidance — verified publishers only
We have 1 concrete improvement we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/calvin-francis-memory-mcp-udi6n2)](https://m8ven.ai/mcp/calvin-francis-memory-mcp-udi6n2)
commit: 6586b3a8d4f9c64ef69c812ddf5e7c00ebd18be6
code hash: b3dd8df3e0e58541c8e761f201944a8aaa2732e55b5e987d89c9a86974b16874
verified: 6/14/2026, 11:15:49 AM
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