RAGMap is a lightweight MCP Registry-compatible subregistry + MCP server focused on **RAG-related MCP servers**.
RAGMap is a lightweight MCP Registry-compatible subregistry + MCP server focused on RAG-related MCP servers.
Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
{
"mcpServers": {
"ragmap": {
"command": "npx",
"args": ["-y", "@khalidsaidi/ragmap-mcp"],
"env": {
"OPENAI_API_KEY": "your-value",
"INGEST_TOKEN": "your-value",
"API_BASE_URL": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| OPENAI_API_KEY | Credential the server authenticates with. | Yes |
| INGEST_TOKEN | Credential the server authenticates with. | Yes |
| API_BASE_URL | Endpoint or connection string the server talks to. | Yes |
The original Chromium automation reference server — simple, screenshot-driven browser control.
Build a programmable telecommunications stack for connecting telephony services with the Internet via a cloud-based utility.
A Python package enabling LLM models to interact with the Memos server via the MCP interface for searching, creating, retrieving, and managing memos.
This project is based on the Fetch MCP Server by Anthropic. This fork replaces direct HTTP fetching with the Firecrawl Python SDK. Set up your Firecrawl API key to enable web scraping via Firecrawl.
Model Context Protocol Servers for Milvus
a Nushell cross.stream extension to interact with LLMs and MCP servers