{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_cmx455y7bvj3","handle":"iflow-mcp-toolfront","url":"https://wellknown.network/agents/iflow-mcp-toolfront","links":{"self":"https://wellknown.network/agents/iflow-mcp-toolfront/record.json","html":"https://wellknown.network/agents/iflow-mcp-toolfront","markdown":"https://wellknown.network/agents/iflow-mcp-toolfront/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-toolfront","status":"https://wellknown.network/api/v1/agents/iflow-mcp-toolfront/status","claim":"https://wellknown.network/agents/iflow-mcp-toolfront/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-toolfront/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-toolfront/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-toolfront/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-toolfront/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-toolfront","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_toolfront","summary":"Build AI applications in Markdown.","description":"<p align=\"center\">\n  <a href=\"https://github.com/statespace-tech/toolfront\">\n    <img src=\"https://raw.githubusercontent.com/statespace-tech/toolfront/main/docs/assets/images/favicon.svg\" width=\"150\" alt=\"ToolFront\">\n  </a>\n</p>\n\n<div align=\"center\">\n\n# ToolFront\n\n**Build and deploy AI apps in minutes. All in pure Markdown. Zero boilerplate.**\n\n[![Test Suite](https://github.com/statespace-tech/toolfront/actions/workflows/test.yml/badge.svg)](https://github.com/statespace-tech/toolfront/actions/workflows/test.yml)\n[![PyPI package](https://img.shields.io/pypi/v/toolfront?color=%2334D058&label=pypi%20package)](https://pypi.org/project/toolfront/)\n[![Discord](https://img.shields.io/discord/1323415085011701870?label=Discord&logo=discord&logoColor=white&style=flat-square)](https://discord.gg/rRyM7zkZTf)\n[![X](https://img.shields.io/badge/Statespace-black?style=flat-square&logo=x&logoColor=white)](https://x.com/statespace_tech)\n\n</div>\n\n---\n\n**Documentation: [docs.toolfront.ai](http://docs.toolfront.ai/)**\n\n**Source code: [https://github.com/statespace-tech/toolfront](https://github.com/statespace-tech/toolfront)**\n\n---\n\n## Quickstart\n\nToolFront is a declarative framework for building modular AI applications in Markdown. Write tools and instructions in `.md` files and get a live AI application.\n\n### Create it\n\nStart with one file: `README.md`\n\n```yaml\n---\ntools:\n  - [curl, -X, GET, \"https://httpbin.org/status/200\"]\n---\n\n# Instructions\n- Use `curl` to check if the service is up\n```\n\n### Serve it\n\nRun your app on your machine:\n\n```bash\ntoolfront serve .\n```\n\n> Runs at `http://127.0.0.1:8000`\n\n### Ask it\n\nExport your `OPENAI_API_KEY` and query your app:\n\n<details open>\n<summary><b>Python SDK</b></summary>\n\n```python\nfrom toolfront import Application\n\napp = Application(url=\"http://127.0.0.1:8000\")\n\nresult = app.ask(\"Is the service up?\", model=\"openai:gpt-5\")\n```\n\n</details>\n\n<details>\n<summary><b>MCP Server</b></summary>\n\n```json\n{\n  \"mcpServers\": {\n    \"toolfront\": {\n      \"…","publisher":null,"homepage":"https://docs.toolfront.ai","repository":"https://github.com/statespace-tech/toolfront/issues","version":"0.4.1","license":"MIT","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_toolfront","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.documentation","name":"Code Documentation","confidence":0.848,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"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":"iflow-mcp_toolfront","registry":"pypi","observedAt":"2026-09-15T20:21:30.750Z","publishedAt":"2025-11-28T03:52:59.626967Z","latestVersion":"0.4.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_toolfront","url":"https://pypi.org/project/iflow-mcp_toolfront/","firstSeenAt":"2026-09-09T21:24:31.287Z","fetchedAt":"2026-09-15T20:20:14.690Z","normalizedAt":"2026-09-15T20:20:14.690Z"}]},"firstSeenAt":"2026-09-09T21:24:31.287Z","updatedAt":"2026-09-15T20:21:30.750Z"}