Confluence Hybrid RAG MCP Server

Item: Confluence Hybrid RAG MCP Server
Rating: 69
Author: M8ven

Enables hybrid search and agentic retrieval over Confluence pages via MCP tools, allowing Claude Desktop, Cursor, or Claude Code to search and retrieve Confluence content.

→ piter5285/hybrid-agentic-RAG · 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 3 credentials: OPENAI_API_KEY, CONFLUENCE_API_TOKEN, COHERE_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.

configCONFLUENCE_SPACE_KEYS— 3. Fetch Confluence pages (run with empty first

🔐 secretOPENAI_API_KEY— embeddings (text-embedding-3-small)

configMCP_SERVER_URL

configCONFLUENCE_BASE_URL— + CONFLUENCE_EMAIL + CONFLUENCE_API_TOKEN

configCONFLUENCE_EMAIL— CONFLUENCE_BASE_URL + + CONFLUENCE_API_TOKEN

🔐 secretCONFLUENCE_API_TOKEN— CONFLUENCE_BASE_URL + CONFLUENCE_EMAIL +

🔐 secretCOHERE_API_KEY— reranker (rerank-v4.0-fast, free tier)

// 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-123y8b)](https://m8ven.ai/mcp/piter5285-hybrid-agentic-rag-123y8b)

commit: d0b84b4b34c9fc999e3f769c296406b5d01983e9

code hash: 6ca85dfa33d8bf0e36e1cced2ffb3a03ca65e2cc09ec5f66479fafa39452d8f7

verified: 6/23/2026, 10:08:51 AM

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