confluence-vectorless-rag

Enables querying Confluence documents through agentic reasoning over hierarchical document trees, replacing vector similarity with structural navigation.

→ piter5285/vectorless-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 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— step 1 Comma-separated space keys to index

configMCP_SERVER_URL

configCONFLUENCE_BASE_URL— steps 1, 3 Your Atlassian instance URL

configCONFLUENCE_EMAIL— steps 1, 3 Atlassian account email

🔐 secretCONFLUENCE_API_TOKEN— steps 1, 3 API token from id.atlassian.com

// 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-vectorless-agentic-rag-trbq8q)](https://m8ven.ai/mcp/piter5285-vectorless-agentic-rag-trbq8q)

commit: eba69136f66b81bf3dc8ec781bc07c349604e279

code hash: 19a3c184bb0ed5f4a52bdf7d9b5e0676a3b52228b11ae325239c61066435773c

verified: 6/23/2026, 10:39:17 AM

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