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glama

confluence

Enables querying Confluence or Kubernetes documentation through hybrid search and an agentic RAG pipeline, returning structured answers with citations.

→ piter5285/hybrid-agentic-RAG-langchain· 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 1 credential: CONFLUENCE_API_TOKEN
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.
configCONFLUENCE_SPACE_KEYS
configCONFLUENCE_BASE_URL
configCONFLUENCE_EMAIL
🔐 secretCONFLUENCE_API_TOKEN
configRAGAS_JUDGE_MODEL— gpt-4o in .env for higher accuracy.
// 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 5 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/piter5285-hybrid-agentic-rag-langchain-xd3dfb)](https://m8ven.ai/mcp/piter5285-hybrid-agentic-rag-langchain-xd3dfb)
commit: ee7e06c21917674f4f6799d235e5423e81d74f54
code hash: 7e64bbe8fabdfc5a32468b76b86dc715c37093d40d3198565220645e510b7794
verified: 6/23/2026, 10:47:38 AM
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