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29 days ago

glama

ragmap

MapRag is a discovery + routing layer for retrieval. It indexes RAG-capable MCP servers, enriches them with structured metadata, and helps agents (and humans) quickly find the right retrieval server for a task under constraints like citations, freshness, privacy, domain, and latency. MapRag does not do RAG itself. It helps you choose the best RAG tool/server to do the retrieval.

→ khalidsaidi/ragmap · 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 4 credentials: ADMIN_DASH_PASS, AGENT_EVENT_TOKEN, INGEST_TOKEN, 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.

🔐 secretADMIN_DASH_PASS

configADMIN_DASH_USER

🔐 secretAGENT_EVENT_TOKEN

configAGENT_PAYLOAD_MAX_BYTES

configAGENT_PAYLOAD_MAX_EVENTS

configAGENT_PAYLOAD_TTL_HOURS

configAPI_BASE_URL

configCACHE_TTL_MS

configCAPTURE_AGENT_PAYLOADS

configEMBEDDINGS_ENABLED

configGCP_PROJECT_ID

configINGEST_PAGE_LIMIT

🔐 secretINGEST_TOKEN— H "X-Ingest-Token: $" \

configLOG_LEVEL

configLOG_NOISE

configMCP_AGENT_NAME

configMCP_ALLOWED_ORIGINS

configMCP_PORT

configMCP_SERVER_URL

🔐 secretOPENAI_API_KEY— Optional: set in .env (see .env.example) to enable semantic search locally; GET /health will show "embeddings": true.

configOPENAI_EMBEDDINGS_MODEL

configPORT

configPUBLIC_BASE_URL

configPUBLIC_MCP_URL

configRAGMAP_API_BASE_URL

configRAGMAP_STORAGE

configREACHABILITY_POLICY

configREGISTRY_BASE_URL

configSERVICE_VERSION

// 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 6 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/khalidsaidi-ragmap-190a2f)](https://m8ven.ai/mcp/khalidsaidi-ragmap-190a2f)

commit: 6e41bf8476207f9c7367c9de0fddf164157ac401

code hash: d99de5fb9346905a24ec947f913051d4a71e0e2b6866af7a1929e17a8fbb9bc5

verified: 6/14/2026, 11:01:20 AM

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