# rag-mcp-server

> rag-mcp-server — hizafa-nadeem-rag-mcp-server. Use this tool when you need to perform hybrid searches that combine vector and keyword queries over Azure AI Search indexes. It solves problems of complex information retrieval by generating embeddings for queries, enabling more accurate and relevant search results. The tool takes in search queries and indexes as input, and outputs relevant search results, making it ideal for use cases that require advanced search functionality.

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

## Description

Enables hybrid vector and keyword search over Azure AI Search indexes via an MCP tool, supporting query with embedding generation.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-08-30

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** cloud-infra
- **Updated:** 2026-08-30

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/j8pgibv9pi)
- **Repository:** <https://github.com/Hizafa-Nadeem/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": "hizafa-nadeem-rag-mcp-server"
    }
  }
}
```

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