Insurance Claims MCP RAG Agent

Provides retrieval-augmented generation for insurance claims, enabling search, clause retrieval, and governed tool-calling over policy documents using local LLM (Ollama).

→ SwapnilMundhekar/insurance-claims-mcp-rag · listed on glama

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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.

// required environment variables

This server reads these from process.env. You'll be asked to provide them before it can run.

configVECTOR_DB_DIR— .\vector_store\local

configCHUNK_OUTPUT_DIR— .\data\chunks

configPROCESSED_OUTPUT_DIR— .\data\processed

configPDF_SOURCE_DIR— C:\Users\SSS\Desktop\AI Project\pdf policy documents

configOLLAMA_MODEL— qwen2.5:7b

configOLLAMA_BASE_URL

configOLLAMA_EMBEDDING_MODEL— nomic-embed-text

// 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/swapnilmundhekar-insurance-claims-mcp-rag-kjwqz6)](https://m8ven.ai/mcp/swapnilmundhekar-insurance-claims-mcp-rag-kjwqz6)

commit: 5e5bc96d350305a21ec8a37c8e7f3f8f9dc06c08

code hash: 9a399bfccb2a833de542d0ab30ef7bc02a43c3b086add19e51a2b4bf2fa486bf

verified: 6/25/2026, 9:48:35 AM

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