NeoCoder Neo4j AI Workflow

Enables AI assistants to use Neo4j knowledge graphs and Qdrant vector databases for hybrid reasoning, combining structured facts with semantic search for advanced knowledge management, research analysis, and standardized coding workflows.

→ angrysky56/NeoCoder-neo4j-ai-workflow · listed on glama

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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 2 credentials: NEO4J_PASSWORD, QDRANT_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.

configNEO4J_URL— "": "bolt://localhost:7687",

configNEO4J_USERNAME— "": "neo4j",

🔐 secretNEO4J_PASSWORD— "": "your-neo4j-password-here",

configNEO4J_DATABASE— "": "neo4j",

configNEO4J_MAX_CONNECTIONS

configNEO4J_PORT

configLOG_LEVEL— "": "INFO",

configMCP_TRANSPORT— "": "stdio",

configQDRANT_HOST

configQDRANT_PORT

🔐 secretQDRANT_API_KEY

configQDRANT_HTTPS

configNEO4J_URI

// 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/angrysky56-neocoder-neo4j-ai-workflow-0wo0en)](https://m8ven.ai/mcp/angrysky56-neocoder-neo4j-ai-workflow-0wo0en)

commit: a7b53216a9228eb634d79ec96d102ab4dc0386ad

code hash: 100a1298eba9fba7de4dd5957fcee033142c884b78d36f4227092dbab2a8a4d4

verified: 6/18/2026, 11:29:12 AM

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