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Notes RAG MCP Server

Enables semantic search over personal markdown notes by indexing them into a vector database and exposing search, reindex, and status tools via MCP.

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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.
🔐
You'll be asked for 1 credential: LITELLM_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.
configQDRANT_URLURL to the Qdrant instance (default: http://qdrant:6333).
configLITELLM_URLURL to LiteLLM instance for embeddings (default: http://litellm:4000/v1).
🔐 secretLITELLM_API_KEYAPI key for embeddings (default: dummy).
configEMBEDDING_MODELEmbedding model to use (default: text-embedding-3-small).
configCOLLECTION_NAMEQdrant collection name (default: notes_rag).
configVAULT_PATHDefault path to the markdown notes vault (default: /containers/productivity/obsidian/shared).
configCACHE_DB_PATHPath to SQLite index cache DB (default: /app/data/index_cache.db).
configCHUNK_SIZEMax characters per chunk (default: 1500).
configCHUNK_OVERLAPOverlap between chunks (default: 200).
// 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 4 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/spelech-notes-rag-mcp-11fmfw)](https://m8ven.ai/mcp/spelech-notes-rag-mcp-11fmfw)
commit: 70b02504bcc06edde1105699bbe46ca39dba8883
code hash: 5c1d9d10a665509b1513584fd73ce8c5669f6420a7a43bddaa3fdbb9e45b6779
verified: 7/11/2026, 8:26:33 AM
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