MEMGRAPH-MCP

A durable multi-agent orchestrator for software development with explicit run graphs, checkpoint/resume capabilities, and project memory exposed through MCP resources and tools. It enables coordinated agent workflows for coding, review, repair, CI, and approval with SQLite-backed memory retrieval and pluggable research backends.

→ MikeB317/MEMGRAPH-MCP · listed on glama

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// key findings

✅

10 tools verified — handlers match their declared behaviour

4 read-only tools verified — handlers contain no write/delete/exec

✅

No credential exfiltration, no sensitive file access, no obfuscation

Static analysis found nothing flowing your secrets to unexpected places.

🔐

You'll be asked for 1 credential: TAVILY_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.

🔐 secretTAVILY_API_KEY— If is set, corpus-free research nodes can use the Tavily backend for external web research.

configAGENT_SYSTEM_DB_PATH

configAGENT_SYSTEM_ARTIFACT_DIR

configAGENT_SYSTEM_WORKSPACE

configAGENT_SYSTEM_MCP_TRANSPORT

configAGENT_SYSTEM_EMBEDDING_PROVIDER— autosentence-transformershash

configAGENT_SYSTEM_EMBEDDING_MODEL— sentence-transformers/all-MiniLM-L6-v2

configAGENT_SYSTEM_EMBEDDING_LOCAL_ONLY

// 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 3 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/mikeb317-memgraph-mcp-x3nost)](https://m8ven.ai/mcp/mikeb317-memgraph-mcp-x3nost)

commit: 812afc5971fc40b65e66a6e171729df6f5a4854d

code hash: f1169e739456fc40ae78ee7fdb4f461d771f9239966d88c17f8b0d7c2391adca

verified: 6/17/2026, 11:57:40 AM

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