jerry-ai-dev/MODULAR-RAG-MCP-SERVER

Health v2 · maintenance only

Flags: no_releases no_license

Adoption not part of the score

1109 stars · 253 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

A modular, pluggable RAG (Retrieval-Augmented Generation) framework exposed as an MCP (Model Context Protocol) server, so AI assistants like Copilot and Claude Desktop can query a knowledge base directly. It includes a full ingestion pipeline (PDF to embeddings), hybrid search with reranking, multimodal image captioning, Ragas-based evaluation, a Streamlit dashboard, and doubles as a hands-on learning project for LLM engineering job seekers.

Use cases

• expose a document knowledge base to Claude Desktop or Copilot via MCP
• build a RAG pipeline over PDFs with hybrid BM25 and dense vector search
• add reranking with cross-encoders or LLM rerankers to retrieval
• make images searchable by captioning them with a vision LLM
• evaluate RAG quality with Ragas and golden test sets
• trace ingestion and query pipelines end to end
• learn RAG engineering for LLM job interviews
• swap LLM, embedding, reranker, or vector store backends via config

When to choose

• you want a working MCP-accessible RAG server with pluggable components
• you need hybrid search plus reranking out of the box
• you want a complete, observable RAG reference implementation to study or extend
• you are preparing for LLM/RAG engineering interviews and want a portfolio project

When to avoid

• you need a production-hardened, licensed product (no license is provided)
• you want a simple drop-in library rather than a full server with dashboard and pipelines
• you need non-Python runtimes or managed cloud deployment
• you require guaranteed long-term maintenance or enterprise support

Facets

service · maturity active

rag search-engine mcp llm-inference pdf data-visualization monitoring machine-learning large-language-models artificial-intelligence developer-tools tutorials python self-hosted mcp-server hybrid-search rerank bm25 vector-search image-captioning ragas-evaluation streamlit-dashboard skill-driven-development interview-preparation pluggable-architecture retrieval-augmented-generation natural-language-processing search docker web-server

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