{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_5dwwpdgtqxx5","handle":"mcp-pyrunner","url":"https://wellknown.network/agents/mcp-pyrunner","links":{"self":"https://wellknown.network/agents/mcp-pyrunner/record.json","html":"https://wellknown.network/agents/mcp-pyrunner","markdown":"https://wellknown.network/agents/mcp-pyrunner/record.md","api":"https://wellknown.network/api/v1/agents/mcp-pyrunner","status":"https://wellknown.network/api/v1/agents/mcp-pyrunner/status","claim":"https://wellknown.network/agents/mcp-pyrunner/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-pyrunner/claim.json","badge":"https://wellknown.network/agents/mcp-pyrunner/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-pyrunner/history","tools":"https://wellknown.network/api/v1/agents/mcp-pyrunner/tools"},"ard":{"identifier":"urn:air::server:mcp-pyrunner","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-pyrunner","summary":"Universal Python code execution MCP server - one tool to rule them all","description":"# MCP Code Mode 🐍⚡\n\n**Universal Python code execution MCP server - one tool to rule them all.**\n\nInspired by [Cloudflare's Code Mode](https://blog.cloudflare.com/code-mode/): LLMs are better at writing code than making tool calls because they've trained on millions of real repositories.\n\n## Why Code Mode?\n\n**Traditional approach** (many tools):\n```\nUser: \"Get weather for Austin and save to file\"\n\nLLM: [tool_call: get_weather(location=\"Austin\")]\n     → waits for response...\nLLM: [tool_call: write_file(path=\"weather.txt\", content=...)]\n     → waits for response...\n```\n\n**Code Mode approach** (one tool):\n```\nUser: \"Get weather for Austin and save to file\"\n\nLLM: [run_python]\nimport requests\nweather = requests.get(\"https://wttr.in/Austin?format=j1\").json()\ntemp = weather['current_condition'][0]['temp_F']\nwith open(\"weather.txt\", \"w\") as f:\n    f.write(f\"Austin: {temp}°F\")\nprint(f\"Saved! Temperature: {temp}°F\")\n```\n\n### Benefits\n\n| Traditional Tools | Code Mode |\n|------------------|-----------|\n| ❌ LLMs struggle with synthetic tool-call format | ✅ LLMs excel at writing real code |\n| ❌ Each tool call = round trip to LLM | ✅ Complex workflows in one execution |\n| ❌ Managing 20+ extensions | ✅ One universal tool |\n| ❌ Token waste passing data between calls | ✅ Efficient data flow in code |\n| ❌ Limited to pre-built capabilities | ✅ Anything Python can do |\n\n## Works With Any MCP Client\n\n- ✅ **Goose** (Block's AI agent)\n- ✅ **Claude Desktop**\n- ✅ **Cursor**\n- ✅ **VS Code with Copilot**\n- ✅ **Any MCP-compatible agent**\n\n## Features\n\n### 🚀 Universal Execution\nWrite Python to accomplish any task - HTTP requests, file operations, data processing, web scraping, image manipulation, and more.\n\n### 📦 Auto-Install Dependencies\nMissing a package? Code Mode detects `ModuleNotFoundError`, installs the package, and retries automatically.\n\n### 🌊 Streaming Output\nSee results in real-time! `run_python_stream` shows output line-by-line as your code executes. Perfect for long-running task…","publisher":null,"homepage":"https://github.com/anaseqal/codemode#readme","repository":"https://github.com/anaseqal/codemode#readme","version":"0.2.4","license":"MIT","protocols":["mcp"],"tags":["agent","ai","claude","code-execution","codemode","cursor","goose","llm","mcp","model-context-protocol"],"pricing":null,"endpoints":[{"url":"pypi:mcp-pyrunner","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"}},"derived":{"capabilities":[{"slug":"code.execution","name":"Code Execution","confidence":1,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.859,"provenance":"derived"}],"categories":["code","dev"],"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":"mcp-pyrunner","registry":"pypi","observedAt":"2026-10-28T12:23:05.840Z","publishedAt":"2025-11-26T13:13:43.512349Z","latestVersion":"0.2.4"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-pyrunner","url":"https://pypi.org/project/mcp-pyrunner/","firstSeenAt":"2026-09-10T03:18:57.916Z","fetchedAt":"2026-10-28T12:22:18.439Z","normalizedAt":"2026-10-28T12:22:18.439Z"}]},"firstSeenAt":"2026-09-10T03:18:57.916Z","updatedAt":"2026-10-28T12:23:05.840Z"}