{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ctdzvqtvqb9p","handle":"frootai-mcp","url":"https://wellknown.network/agents/frootai-mcp","links":{"self":"https://wellknown.network/agents/frootai-mcp/record.json","html":"https://wellknown.network/agents/frootai-mcp","markdown":"https://wellknown.network/agents/frootai-mcp/record.md","api":"https://wellknown.network/api/v1/agents/frootai-mcp","status":"https://wellknown.network/api/v1/agents/frootai-mcp/status","claim":"https://wellknown.network/agents/frootai-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/frootai-mcp/claim.json","badge":"https://wellknown.network/agents/frootai-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/frootai-mcp/history","tools":"https://wellknown.network/api/v1/agents/frootai-mcp/tools"},"ard":{"identifier":"urn:air::server:frootai-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"frootai-mcp","summary":"FrootAI MCP Server — 62 tools, 4 resources, 6 prompts, 101 plays, 863+ primitives. FastMCP-powered Python implementation of the FAI Engine.","description":"<p align=\"center\"><img src=\"https://frootai.dev/img/frootai-mark.png\" width=\"88\" alt=\"FrootAI mark\"></p>\n<h1 align=\"center\">FrootAI MCP for Python</h1>\n<p align=\"center\"><strong>Give MCP-compatible agents a local Python process with 62 FrootAI tools, 4 resources, 6 prompts, and trust-gated federation.</strong></p>\n<p align=\"center\">\n  <a href=\"https://pypi.org/project/frootai-mcp/\"><img src=\"https://img.shields.io/pypi/v/frootai-mcp?style=flat-square&logo=python\" alt=\"PyPI version\"></a>\n  <a href=\"https://pypi.org/project/frootai-mcp/\"><img src=\"https://img.shields.io/pypi/dm/frootai-mcp?style=flat-square&label=downloads\" alt=\"PyPI downloads\"></a>\n  <a href=\"https://www.python.org\"><img src=\"https://img.shields.io/pypi/pyversions/frootai-mcp?style=flat-square\" alt=\"Python versions\"></a>\n  <a href=\"https://opensource.org/license/mit\"><img src=\"https://img.shields.io/badge/license-MIT-f2c94c?style=flat-square\" alt=\"MIT license\"></a>\n</p>\n<p align=\"center\"><a href=\"https://frootai.dev/python\">Python product page</a> · <a href=\"https://frootai.dev/setup-guide#python\">Setup guide</a> · <a href=\"https://pypi.org/project/frootai-mcp/\">PyPI</a> · <a href=\"https://frootai.dev/mcp\">MCP guide</a></p>\n\n![Choose the FrootAI Python SDK or Python MCP server](https://frootai.dev/images/package-readmes/python-mcp.png)\n\n## Choose Python MCP or the SDK\n\n| Use | Choose |\n|---|---|\n| VS Code, Claude, Cursor, or another MCP client should call FrootAI tools | **FrootAI MCP for Python** — this package |\n| Python application code needs direct method calls and return values | [`frootai`](https://pypi.org/project/frootai/) SDK |\n\nPython MCP runs locally over stdio. Installing it does not start a daemon, publish an endpoint, deploy cloud resources, or grant a client blanket permission to modify files.\n\n## Five steps to first value\n\n### 1. Install and verify\n\n```bash\npython -m pip install --upgrade frootai-mcp\nfrootai-mcp-py\n```\n\nRequirements: Python 3.10 or newer. Press `Ctrl+C` after confirm…","publisher":null,"homepage":"https://frootai.dev/setup-guide","repository":"https://github.com/frootai/frootai/issues","version":"6.1.2","license":"MIT","protocols":["mcp"],"tags":["mcp","ai","architecture","azure","copilot","claude","frootai","agents"],"pricing":null,"endpoints":[{"url":"pypi:frootai-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"}},"derived":{"capabilities":[{"slug":"infra.cloud","name":"Cloud Platforms","confidence":1,"provenance":"declared"},{"slug":"ai.prompting","name":"Prompt Management","confidence":0.791,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"}],"categories":["ai","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":"frootai-mcp","registry":"pypi","observedAt":"2026-09-15T15:24:28.603Z","publishedAt":"2026-09-02T20:27:40.307502Z","latestVersion":"6.1.2"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"frootai-mcp","url":"https://pypi.org/project/frootai-mcp/","firstSeenAt":"2026-09-09T16:23:00.928Z","fetchedAt":"2026-09-15T15:22:20.828Z","normalizedAt":"2026-09-15T15:22:20.828Z"}]},"firstSeenAt":"2026-09-09T16:23:00.928Z","updatedAt":"2026-09-15T15:24:28.603Z"}