MCP Universe - chunhualiao/public-docs GitHub Wiki
MCP-Universe: Benchmarking Large Language Models with Real-World Model Context Protocol Servers
A markdown table of the MCP servers and their links, as provided in the paper. However, the paper does not provide descriptions, example code to use, or the names of the tools each server offers. I can only extract what is available within the document.
the table of MCP servers and their links:
An expanded version
with descriptions, short “getting-started” snippets, and clickable links. I kept examples minimal and practical (host config, quick run commands, or a single tool call).
| MCP Server Name | Link | Description / features | Example code / config |
|---|---|---|---|
| Google Map MCP | Google Maps server (archived) | Integrates Google Maps API for geocoding, reverse-geocoding, places and routing. Note: this repo was archived on May 29, 2025; the package name is listed as @modelcontextprotocol/server-google-maps. (GitHub, Open MCP Directory) |
json\n{\n "mcpServers": {\n "google-maps": {\n "command": "npx",\n "args": ["@modelcontextprotocol/server-google-maps@latest"],\n "env": { "GOOGLE_MAPS_API_KEY": "YOUR_KEY" }\n }\n }\n}\n (Open MCP Directory) |
| Github MCP | GitHub MCP Server | Official server that lets agents read repos, analyze code, manage issues/PRs, and more; supports a hosted remote server and granular toolsets. (GitHub) | VS Code (remote MCP): json\n{\n "servers": { "github": { "type": "http", "url": "https://api.githubcopilot.com/mcp/" } }\n}\n Docker (local): see README. (GitHub) |
| Yahoo Finance MCP | Salesforce MCP-Universe (Yahoo Finance) | Typical Yahoo Finance servers expose tools for quotes, history, options, statements, and news (e.g., get_historical_stock_prices, get_option_chain). (GitHub, PyPI) |
Call a tool (Python MCP client): python\n# tool name from a popular impl\nawait client.call_tool(\n \"get_historical_stock_prices\",\n {\"symbol\":\"AAPL\",\"period\":\"6mo\",\"interval\":\"1d\"}\n)\n\nRun a ref impl: uv run server.py (see repo README). (GitHub) |
| Blender MCP | Salesforce MCP-Universe (Blender) | Connects Blender to LLMs for prompt-assisted 3D scene creation & manipulation; community servers show a Python module entry point and an add-on. (Awesome MCP Servers, GitHub) | Cursor/Claude config (community impl): json\n{\n \"mcpServers\": {\n \"blender\": {\n \"command\": \"python\",\n \"args\": [\"-m\",\"blender_mcp.server\"]\n }\n }\n}\n (GitHub) |
| Playwright MCP | microsoft/playwright-mcp | Browser automation for navigation, form interaction, scraping, snapshots; easy “npx” setup and optional Chrome extension to attach to live tabs. (GitHub) | Standard config: json\n{\n \"mcpServers\": {\n \"playwright\": {\"command\":\"npx\",\"args\":[\"@playwright/mcp@latest\"]}\n }\n}\n (GitHub) |
| Google Search MCP | Salesforce MCP-Universe (Google Search) | Playwright-based Google search; parameters include query, limit, language, region, with state persistence and CAPTCHA handling. (GitHub) |
Run & call: bash\nnpx -y @mcp-server/google-search-mcp@latest\n\npython\nawait client.call_tool(\"search\",{\n \"query\":\"latest MCP servers\",\"limit\":5,\n \"language\":\"en-US\",\"region\":\"com\"\n})\n (GitHub) |
| Fetch MCP | modelcontextprotocol/servers → fetch | Fetches webpages and converts HTML → Markdown for LLM-friendly consumption; handy for quick web retrieval in an agent flow. (MCP.so, GitHub) | Quick start: bash\nuv run mcp-server-fetch\n# optional: npx @modelcontextprotocol/inspector\n (Awesome MCP Servers) |
| Notion MCP | makenotion/notion-mcp-server | Official Notion server; supports local/remote modes and HTTP transport; Notion has a Remote MCP (beta) with OAuth for easier setup. (GitHub, Awesome MCP Servers) | Run over HTTP: bash\nnpx @notionhq/notion-mcp-server --transport http --port 8080\n\n(then add to your host’s MCP config). (MCPHub) |
| Weather MCP | Salesforce MCP-Universe (Weather) | Community weather servers typically offer hourly & multi-day forecasts (e.g., via AccuWeather) with tools like weather-get_hourly and weather-get_daily. (GitHub) |
Call a tool (example): python\nawait client.call_tool(\n \"weather-get_daily\",\n {\"location\":\"Livermore, CA\",\"days\":5}\n)\n (GitHub) |
| Date MCP | Salesforce MCP-Universe (Date) | Date/time utilities; a common implementation exposes a get_datetime tool supporting multiple formats & time zones. (GitHub) |
Call a tool (example): python\nawait client.call_tool(\n \"get_datetime\",\n {\"format\":\"%Y-%m-%d %H:%M:%S\"}\n)\n (GitHub) |
| Calculator MCP | mcp-server-calculator (PyPI) | Simple, safe math evaluator that exposes a single calculate tool (AST-based; no eval). Easy to run via uvx or python -m. (PyPI, mcp directory) |
Config & call: json\n{\n \"mcpServers\": {\"calculator\": {\"command\":\"uvx\",\"args\":[\"mcp-server-calculator\"]}}\n}\n\npython\nawait client.call_tool(\"calculate\", {\"expression\":\"(2+3)*4\"})\n\n(GitHub) |
Notes
- Tool names vary slightly across implementations. If unsure, list tools first and then call one:
tools = await client.list_tools()→ pick byname. (See the official Python SDK client docs for patterns.) (GitHub, Anish Natekar) - For Google Maps/Fetch/Notion/Playwright rows, examples show the canonical install/config entry points published by maintainers/directories; adjust to your MCP host’s exact config format (Cursor, Claude Desktop, VS Code, etc.). (GitHub, MCPHub, Awesome MCP Servers)
If you want, I can drop these into a downloadable Markdown or a Notion page with copy-paste-ready blocks.