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10 days ago
glama

Unanswered Questions MCP Server

MCP server that tracks questions a RAG chatbot can't answer, clusters them by semantic similarity, and suggests what documentation to add.

→ hamurda/rag-insights-mcp· listed on glama
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// key findings
✅
4 tools verified — handlers match their declared behaviour
2 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: OPENAI_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.
configDATABASE_PATH
🔐 secretOPENAI_API_KEY— cp .env.example .env # add your
configEMBEDDING_MODEL
configCHAT_MODEL
configSIMILARITY_THRESHOLD
configMIN_CLUSTER_SIZE
configMAX_CLUSTER_SIZE
configEMBEDDING_BATCH_SIZE
// 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/hamurda-rag-insights-mcp-1c2aw3)](https://m8ven.ai/mcp/hamurda-rag-insights-mcp-1c2aw3)
commit: 4ee2ade805dad44d31d98bc208f54b87dea8f5ff
code hash: 0c74368687f9f2a6bb059d0b34780d70194d8acfe72dc5418e8fb1d44a7805c9
verified: 7/21/2026, 9:29:49 AM
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