# ragora

> Use this tool when you need to search and retrieve information from multiple knowledge bases across various AI assistants. Ragora solves the problem of fragmented knowledge by allowing you to upload, organize, and search documents using hybrid RAG technology, providing a unified interface to access your collections. It takes in documents and queries as inputs and outputs relevant search results, making it ideal for use cases where centralized knowledge management is crucial.

Canonical page: https://skillsregistry.net/skills/velarynai-ragora-mcp  
JSON: https://api.skillsregistry.net/v1/skills/velarynai-ragora-mcp

## Description

Search your knowledge bases from any AI assistant. Ragora is a knowledge marketplace that lets you upload, organize, and search documents using hybrid RAG (dense + sparse vectors). Connect via MCP to search across all your collections directly from Claude, Cursor, VS Code, and more.

## Trust

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

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** ai-ml
- **Updated:** 2026-09-28

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/jgzo20ehkh)
- **Repository:** <https://github.com/velarynai/ragora-mcp>

## 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": "velarynai-ragora-mcp"
    }
  }
}
```

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