ScribblesLM

Item: ScribblesLM
Rating: 71
Author: M8ven

A self-hosted, notebook-scoped RAG pipeline with contextual retrieval, delivered as an MCP server. Enables ingestion of documents into named notebooks and semantic search returning raw ranked chunks.

→ elphamale/scribbleslm · 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: VOYAGE_API_KEY, CONTEXT_LLM_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.

configSCRIBBLESLM_HOME

configSCRIBBLESLM_DB_PATH

configSCRIBBLESLM_MODELS_DIR

🔐 secretVOYAGE_API_KEY— then edit ~/.scribbleslm/.env and set =<your key>

configVOYAGE_MODEL— Public embeddings (Voyage): model is configurable via (default

configVOYAGE_FALLBACK_MODEL

configVOYAGE_CONCURRENCY

configVOYAGE_TPM_CEILING

configPRIVATE_EMBEDDING_MODEL_PATH— private path default ~/.scribbleslm/models/bge-m3-Q5_K_M.gguf

configPRIVATE_EMBEDDING_THREADS

configCONTEXT_LLM_BASE_URL— is only the default example. Point / CONTEXT_LLM_API_KEY /

🔐 secretCONTEXT_LLM_API_KEY— is only the default example. Point CONTEXT_LLM_BASE_URL / /

configCONTEXT_LLM_MODEL— at any provider (OpenAI, OpenRouter, a self-hosted vLLM or Ollama

configDEFAULT_PRIVATE— The default is set by . Queries are guarded the same way: a query you flag

configPROFILE_CACHE_DIR

configPROFILE_SYNTHESIS

configSCRIBBLESLM_DOCUMENTS_ROOT

configSCRIBBLESLM_MAX_DOCUMENT_BYTES

configRERANKER_ENABLED— no default false (reranker off)

configRERANKER_MODEL

configRERANKER_IDLE_EXIT

configVOYAGE_RERANK_MODEL

// 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/elphamale-scribbleslm-13s56y)](https://m8ven.ai/mcp/elphamale-scribbleslm-13s56y)

commit: 8d47c0747a0ac1368f2148f282804ee401c0377a

code hash: 6e8d33eefc5ed430e86c020fecc6b86310e4543a1220d021e1e0fed1ac5593df

verified: 7/9/2026, 10:03:18 AM

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