# Ragora

> Use this tool when you need to retrieve information from multiple knowledge bases efficiently, as Ragora enables hybrid retrieval-augmented generation (RAG) to search and provide accurate answers. It solves problems of information overload and scattered data by integrating with various AI assistants, allowing for seamless querying and retrieval of relevant information. With Ragora, you can input natural-language queries and receive relevant outputs, making it ideal for use cases where comprehensive knowledge base searching is required.

Canonical page: https://skillsregistry.net/skills/io-github-mregmi-ragora-mcp  
JSON: https://api.skillsregistry.net/v1/skills/io-github-mregmi-ragora-mcp

## Description

Search your knowledge bases from any AI assistant using hybrid RAG.

## Trust

- **Trust score (0–1):** 0.98
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 3.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** search
- **Updated:** 2026-09-28

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.mregmi%2Fragora-mcp)
- **Repository:** <https://github.com/velarynai/ragora-mcp>

## Use it

MCP endpoint published by the skill: `https://mcp.ragora.app/mcp`

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": "io-github-mregmi-ragora-mcp"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-mregmi-ragora-mcp` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-mregmi-ragora-mcp/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