mcpbeat

Surf MCP Server

tech.geckovision/surf
answering

Surf is answering right now. Last checked moments ago. 4 005 installs a week from pypi. It exposes 1 tools. Last commit 4 Aug 2026.

Point Gecko at an OpenAPI spec; get first-call-correct, auth-hidden agent tools.

Installs per day peak 2 058 · avg 493 · +64% w/w
a month agotoday
Uptime history 41 hours of history
41 hours agonow
100.0%
Uptime 24h
92 of 92 checks
1
Tools
read from the server
875 ms
Response time
average over 24h
4 005
Installs / week
npm and PyPI

Connect this server

Endpoint below is the one we actually reach during checks — not the one copied from a README. Last verified 0 min ago.

run in your terminal
claude mcp add surf --transport http https://mcp.geckovision.tech/mcp
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "surf": {
      "url": "https://mcp.geckovision.tech/mcp"
    }
  }
}
~/.codex/config.toml
[mcp_servers.surf]
url = "https://mcp.geckovision.tech/mcp"
.cursor/mcp.json
{
  "mcpServers": {
    "surf": {
      "url": "https://mcp.geckovision.tech/mcp"
    }
  }
}
.vscode/mcp.json
{
  "mcpServers": {
    "surf": {
      "url": "https://mcp.geckovision.tech/mcp"
    }
  }
}

Available tools 1

Read directly from the server with tools/list, grouped by what they act on. If a tool disappears, we record the date.

comprehend
comprehend_api
Submit an API's OpenAPI URL (or a human docs page URL with from_docs=true) and get it comprehended into first-call-correct agent tools — no integration code. Returns the API name, its usable tools, agent-native artifacts (llms.txt / gecko.json / tools.md), and self-host next steps. Comprehends and returns to YOU only: it does not host, publicly list, or register your API.

Endpoints

URLTransportStateLatencyChecked
https://mcp.geckovision.tech/mcp streamable-http answering 848 ms 0 min ago

Surf — questions

Answers built from our own checks of this server.

What can Surf do?
It exposes 1 tools, read directly from the server on our last check. Among them: comprehend_api. The full list with descriptions is on this page — we take it from the server itself via tools/list, not from a README. How MCP servers expose tools in the first place →
Is Surf working right now?
We send a real MCP handshake every 15 minutes. Over the last 24 hours 92 of 92 checks got a reply (100.0%), average response time 875 ms. The bar chart above shows every period we have measured.
How do I connect Surf?
Copy the ready config from this page — we generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each with the file path that client actually reads. It is a remote server, so there is nothing to install — the client connects to the address.
Does Surf need an API key?
No. Surf completed a full MCP handshake with us as an anonymous client and listed its tools without asking for anything. All 1 of them are readable on this page. This is what we observed, not what the docs claim.
How fast is Surf?
It answers our handshake in 875 ms on average, which is faster than 8% of all working MCP servers we measure. That is on the slow side — worth knowing if the tool sits inside an interactive loop. The comparison comes from our own checks across the whole registry, every 15 minutes.
How many people use Surf?
The pypi package gecko-surf was installed 4 005 times in the last week. Week over week that is +64%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is Surf open source?
Yes — it is published under the Apache-2.0 licence, written in Python and 4 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.