# Modular RAG MCP Server

> Modular RAG MCP Server — holysmiles-lh-rag-mcp-server. Use this tool when you need to integrate AI assistants with modular and pluggable services for hybrid search, reranking, and multi-modal processing. It solves problems related to scalable and flexible AI service frameworks, providing an observable and modular architecture. The Modular RAG MCP Server takes in AI service requests and outputs processed results via the MCP protocol, ideal for use cases requiring customizable and extensible AI capabilities.

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

## Description

A pluggable, observable modular RAG service framework that exposes tools via MCP protocol for AI assistants, supporting hybrid search, reranking, multi-modal processing, and evaluation.

## Trust

- **Trust score (0–1):** 0.67
- **Verification tier:** scanned
- **Last scanned:** 2026-08-29

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-08-29

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/grchoze308)
- **Repository:** <https://github.com/Holysmiles/LH_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": "holysmiles-lh-rag-mcp-server"
    }
  }
}
```

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

---
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
