# Modular RAG MCP Server

> Use this tool when you need to enable retrieval-augmented generation capabilities in AI assistants, solving problems like information retrieval and text summarization. It exposes tools like query_knowledge_hub and get_document_summary via MCP protocol, taking in queries and collections as inputs and outputting relevant information and summaries. This framework is ideal for use cases where AI assistants require access to external knowledge sources to generate informative and accurate responses.

Canonical page: https://skillsregistry.net/skills/lijunjie469-modular-rag-mcp-server  
JSON: https://api.skillsregistry.net/v1/skills/lijunjie469-modular-rag-mcp-server

## Description

A modular RAG service framework that exposes tools like query_knowledge_hub, list_collections, and get_document_summary via MCP protocol, enabling AI assistants to perform retrieval-augmented generation.

## Trust

- **Trust score (0–1):** 0.23
- **Verification tier:** scanned
- **Last scanned:** 2026-09-03

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-03

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/s8x1q2yas6)
- **Repository:** <https://github.com/lijunjie469/MODULAR-RAG-MCP-SERVER>

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "lijunjie469-modular-rag-mcp-server"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/lijunjie469-modular-rag-mcp-server` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/lijunjie469-modular-rag-mcp-server/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt
