{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_mufqyqcm9rrx","handle":"rf-mcp","url":"https://wellknown.network/agents/rf-mcp","links":{"self":"https://wellknown.network/agents/rf-mcp/record.json","html":"https://wellknown.network/agents/rf-mcp","markdown":"https://wellknown.network/agents/rf-mcp/record.md","api":"https://wellknown.network/api/v1/agents/rf-mcp","status":"https://wellknown.network/api/v1/agents/rf-mcp/status","claim":"https://wellknown.network/agents/rf-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/rf-mcp/claim.json","badge":"https://wellknown.network/agents/rf-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/rf-mcp/history","tools":"https://wellknown.network/api/v1/agents/rf-mcp/tools"},"ard":{"identifier":"urn:air::server:rf-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"rf-mcp","summary":"Robot Framework MCP Server - Natural Language Test Automation Bridge","description":"# 🤖 RobotMCP - AI-Powered Test Automation Bridge\n\n[![Python](https://img.shields.io/badge/python-3.10+-blue.svg)](https://python.org)\n[![Robot Framework](https://img.shields.io/badge/robot%20framework-7.0+-green.svg)](https://robotframework.org)\n[![FastMCP](https://img.shields.io/badge/fastmcp-3.0+-orange.svg)](https://github.com/jlowin/fastmcp)\n[![License](https://img.shields.io/badge/license-Apache%202.0-blue.svg)](LICENSE)\n\n**Plain English in, real Robot Framework tests out — with an AI agent doing the typing.**\n\nRobotMCP (`rf-mcp`) is a Model Context Protocol (MCP) server that hands your coding\nagent the keys to Robot Framework. The agent discovers keywords, runs steps *live*\nagainst Browser, Selenium, Appium, Requests, a database, or the desktop, sees what\nactually happens, and — once the steps pass — writes you a clean `.robot` suite.\nNo guessed locators, no hallucinated keywords, no \"works on my machine\". Built on\nRobot Framework: open source, and always evolving.\n\n> **New to rf-mcp?** Jump to **[Getting Started](docs/GETTING_STARTED.md)**. Want the\n> full picture? See the **[MCP tool reference](docs/MCP_TOOLS.md)**,\n> **[configuration](docs/CONFIGURATION.md)**, and **[worked examples](docs/EXAMPLES.md)**.\n\n**📺 Video Tutorial**\n\n[![RobotMCP Tutorial](https://img.youtube.com/vi/CBXGEn8jRtU/0.jpg)](https://www.youtube.com/watch?v=CBXGEn8jRtU)\n\n**Intro**\n\nhttps://github.com/user-attachments/assets/ad89064f-cab3-4ae6-a4c4-5e8c241301a1\n\n---\n\n## ✨ Quick Start\n\nThree commands and a sentence. That's the whole setup.\n\n### 1️⃣ Install it as a tool\n\n```bash\n# Everything (Browser, Selenium, Appium, Requests, Database)\nuv tool install \"rf-mcp[all]\"\n\n# ...or just what you need — API testing is pure Python, nothing else to do:\nuv tool install \"rf-mcp[api]\"\n```\n\nThis puts a `robotmcp` command on your PATH. Extras decide which test libraries come\nalong — see the [extras table](#extras) under Installation.\n\n### 2️⃣ Wire it into your coding agent\n\n```bash\nrobotmcp init      …","publisher":{"name":"Many Kasiriha","url":null},"homepage":"https://github.com/manykarim/rf-mcp#readme","repository":"https://github.com/manykarim/rf-mcp/issues","version":"0.36.0","license":"Apache-2.0","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:rf-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"infra.browser-automation","name":"Browser Automation","confidence":0.814,"provenance":"derived"},{"slug":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.791,"provenance":"derived"}],"categories":["dev","infra"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"rf-mcp","registry":"pypi","observedAt":"2026-11-10T01:25:31.965Z","publishedAt":"2026-09-26T15:26:56.177752Z","latestVersion":"0.36.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"rf-mcp","url":"https://pypi.org/project/rf-mcp/","firstSeenAt":"2026-09-10T11:27:03.683Z","fetchedAt":"2026-11-10T01:24:45.996Z","normalizedAt":"2026-11-10T01:24:45.996Z"}]},"firstSeenAt":"2026-09-10T11:27:03.683Z","updatedAt":"2026-11-10T01:25:31.965Z"}