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Graph-Mem MCP

A universal MCP server providing persistent, structured memory through a knowledge graph with graph storage, semantic vector search, and multi-hop traversal for AI agents and IDEs.

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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.
// required environment variables
This server reads these from process.env. You'll be asked to provide them before it can run.
configGRAPHMEM_DB_PATHenv export GRAPHMEM_DB_PATH=/tmp/test.db Stores at that path
configGRAPHMEM_TRANSPORTtransport stdio MCP transport protocol
configGRAPHMEM_EMBEDDING_MODELembedding-model all-MiniLM-L6-v2 HuggingFace model ID
configGRAPHMEM_USE_ONNXuse-onnx / --no-onnx false Use ONNX runtime if available
configGRAPHMEM_EMBEDDING_DEVICEembedding-device cpu Inference device (cpu or cuda)
configGRAPHMEM_CACHE_SIZEcache-size 10000 Embedding cache max entries
configGRAPHMEM_SEARCH_LIMITsearch-limit 10 Default search result limit
configGRAPHMEM_MAX_HOPSmax-hops 4 Default max traversal depth
configGRAPHMEM_LOG_LEVELlog-level WARNING Logging verbosity
// 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 6 concrete improvements 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/sathvik-1007-graphmem-mcp-1k4ulp)](https://m8ven.ai/mcp/sathvik-1007-graphmem-mcp-1k4ulp)
commit: 02e23df90c4f2765a92975f11b48bf3be60cc14a
code hash: 8cdb107beb3e1b753c1a1e44bcf35618af9094a7399e1e5aad8415d54fd48c0a
verified: 6/22/2026, 12:12:01 PM
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