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Ragora MCP Server

by Velarynai
AI & MLLow Risk10.0MCP RegistryRemote
Free

Server data from the Official MCP Registry

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

About

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

Remote endpoints: streamable-http: https://mcp.ragora.app/mcp

Security Report

10.0
Low Risk10.0Low Risk

Valid MCP server (1 strong, 1 medium validity signals). No known CVEs in dependencies. Imported from the Official MCP Registry.

3 tools verified · Open access · No issues found

Security scores are indicators to help you make informed decisions, not guarantees. Always review permissions before connecting any MCP server.

Permissions Required

This plugin requests these system permissions. Most are normal for its category.

HTTP Network Access

Connects to external APIs or services over the internet.

How to Connect

Remote Plugin

No local installation needed. Your AI client connects to the remote endpoint directly.

Add this to your MCP configuration to connect:

{
  "mcpServers": {
    "io-github-mregmi-ragora-mcp": {
      "url": "https://mcp.ragora.app/mcp"
    }
  }
}

Documentation

View on GitHub

From the project's GitHub README.

Ragora MCP Server

Search your knowledge bases from any AI assistant using the Model Context Protocol.

Ragora's MCP server is a hosted cloud service — no local installation required. Just configure your AI tool with the server URL and your API key.

Server URL: https://mcp.ragora.app/mcp

Quick Start

1. Get an API Key

Sign up at ragora.app and create an API key at Settings > API Keys.

2. Connect Your AI Tool

Claude Desktop

Option 1: CLI (recommended)

claude mcp add --transport http ragora https://mcp.ragora.app/mcp \
  --header "Authorization: Bearer sk_live_your_key_here"

Option 2: Config file

Add to ~/Library/Application Support/Claude/claude_desktop_config.json (Mac) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

{
  "mcpServers": {
    "ragora": {
      "type": "http",
      "url": "https://mcp.ragora.app/mcp",
      "headers": {
        "Authorization": "Bearer sk_live_your_key_here"
      }
    }
  }
}
Claude Code
claude mcp add --transport http ragora https://mcp.ragora.app/mcp \
  --header "Authorization: Bearer sk_live_your_key_here"
Cursor

Add to .cursor/mcp.json in your project root:

{
  "mcpServers": {
    "ragora": {
      "type": "http",
      "url": "https://mcp.ragora.app/mcp",
      "headers": {
        "Authorization": "Bearer sk_live_your_key_here"
      }
    }
  }
}
VS Code / GitHub Copilot

Add to .vscode/mcp.json in your project root:

{
  "mcpServers": {
    "ragora": {
      "type": "http",
      "url": "https://mcp.ragora.app/mcp",
      "headers": {
        "Authorization": "Bearer sk_live_your_key_here"
      }
    }
  }
}
Windsurf

Add to ~/.codeium/windsurf/mcp_config.json:

{
  "mcpServers": {
    "ragora": {
      "serverUrl": "https://mcp.ragora.app/mcp",
      "headers": {
        "Authorization": "Bearer sk_live_your_key_here"
      }
    }
  }
}
Any MCP Client

Ragora uses Streamable HTTP transport. Point any MCP-compatible client to:

  • URL: https://mcp.ragora.app/mcp
  • Method: POST
  • Header: Authorization: Bearer sk_live_your_key_here

Available Tools

ToolDescription
discover_collectionsList all knowledge bases you have access to, with descriptions, stats, and usage examples
searchSearch across all your knowledge bases at once
search_collectionSearch a specific collection by name, with optional tag/metadata filters

Tool Parameters

search(query, top_k?)

  • query (required): Natural language search query
  • top_k (optional): Number of results to return (default: 5)

search_collection(collection_name, query, top_k?, custom_tags?, filters?)

  • collection_name (required): Collection name or slug (use discover_collections to find names)
  • query (required): Natural language search query
  • top_k (optional): Number of results (default: 5)
  • custom_tags (optional): Tags to scope retrieval
  • filters (optional): Metadata filters

Dynamic Collection Tools

For each collection you have access to, dedicated tools are generated using the collection's slug:

  • search_{slug} — semantic search with optional version, tags, and filters
  • get_topic_{slug} — retrieve information about a specific topic
  • list_versions_{slug} — list available documentation versions

For example, a collection called "Employee Handbook" gets:

  • search_employee_handbook
  • get_topic_employee_handbook
  • list_versions_employee_handbook

Configure tool names and descriptions in the Ragora dashboard under Collection > MCP Settings.

Usage Examples

Search all collections:

"Search my docs for webhook event handling"

Search a specific collection:

"Look up the refund policy in the employee handbook"

Discover what's available:

"What workspaces do I have, and what's in them?"

How It Works

Your AI Tool                        Ragora Cloud
┌──────────────────┐               ┌──────────────────┐
│ Claude / Cursor  │   HTTP POST   │  MCP Server      │
│ / VS Code / etc  │──────────────>│  (Streamable HTTP)│
└──────────────────┘    /mcp       └────────┬─────────┘
                                            │
                                   ┌────────▼─────────┐
                                   │  Gateway API      │
                                   │  (Auth + Search)  │
                                   └────────┬─────────┘
                                       ┌────┴────┐
                                       ▼         ▼
                                   Postgres    Qdrant
                                   (metadata)  (vectors)
  • No local install — connect directly via HTTP
  • Multi-tenant — your API key determines which collections you can access
  • Dynamic tools — tools are generated based on your accessible collections
  • Hybrid search — dense (E5-Large) + sparse (BM25) with reciprocal rank fusion

Security

  • API keys authenticate all requests via Authorization: Bearer header
  • Each API key is scoped to the user's owned and purchased collections
  • Cross-tenant data access is impossible — all queries are filtered by accessible collection IDs
  • API keys should never be committed to version control

Troubleshooting

IssueSolution
"Tool not found"Restart your AI app after config changes. Verify your API key starts with sk_live_
"Unauthorized"Check the Authorization: Bearer header format. Verify the key hasn't expired
No resultsEnsure documents are uploaded and processing is complete. Try broader queries
Connection timeoutCheck internet access. Verify server status at https://mcp.ragora.app/health

Links

  • Ragora — Sign up and manage your knowledge bases
  • MCP Integration Guide — Full documentation
  • API Keys — Create your API key
  • Model Context Protocol — MCP specification

License

MIT

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Links

Source CodeDocumentationRemote Endpoint

Details

Published March 5, 2026
Version 3.0.0
0 installs
Remote Plugin

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