43
grade D
13 days ago
glama
LLM Graph Builder MCP
Enables Claude to automatically extract entities and relationships from URLs, PDFs, and YouTube videos to build structured knowledge graphs in Neo4j. It supports custom schemas, academic citation extraction, and community detection for advanced research and content analysis.
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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.config
VITE_AUTH0_CLIENT_IDconfig
VITE_AUTH0_DOMAINconfig
VITE_BACKEND_API_URLconfig
VITE_BATCH_SIZEconfig
VITE_BLOOM_URLconfig
VITE_CHAT_MODESconfig
VITE_CHUNK_OVERLAPconfig
VITE_CHUNK_SIZEconfig
VITE_CHUNK_TO_COMBINEconfig
VITE_ENVconfig
VITE_GOOGLE_CLIENT_IDconfig
VITE_LARGE_FILE_SIZEconfig
VITE_LLM_MODELSconfig
VITE_LLM_MODELS_PRODconfig
VITE_REACT_APP_SOURCESconfig
VITE_SKIP_AUTHconfig
VITE_TIME_PER_PAGEconfig
VITE_TOKENS_PER_CHUNK// 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
[](https://m8ven.ai/mcp/henrardo-llm-graph-builder-mcp-1089c3)commit: c19e4300d5310913f69d3e36fc7af6501e76655f
code hash: f42206aedc7a8292dabfdba5f7d33172b05864960349a0a5c3d8d9c3759aaf4d
verified: 4/11/2026, 3:29:30 PM