{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_p2vk48speb2p","handle":"fovux-mcp","url":"https://wellknown.network/agents/fovux-mcp","links":{"self":"https://wellknown.network/agents/fovux-mcp/record.json","html":"https://wellknown.network/agents/fovux-mcp","markdown":"https://wellknown.network/agents/fovux-mcp/record.md","api":"https://wellknown.network/api/v1/agents/fovux-mcp","status":"https://wellknown.network/api/v1/agents/fovux-mcp/status","claim":"https://wellknown.network/agents/fovux-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/fovux-mcp/claim.json","badge":"https://wellknown.network/agents/fovux-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/fovux-mcp/history","tools":"https://wellknown.network/api/v1/agents/fovux-mcp/tools"},"ard":{"identifier":"urn:air::server:fovux-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"fovux-mcp","summary":"Local-first edge-AI computer vision workbench MCP server","description":"# Fovux MCP\n\n**From dataset to deployed ONNX, in one conversation.**\n\n[![Primary CI](https://github.com/oaslananka/fovux-kit/actions/workflows/ci.yml/badge.svg)](https://github.com/oaslananka/fovux-kit/actions/workflows/ci.yml)\n[![Repository](https://img.shields.io/badge/repo-oaslananka%2Ffovux--kit-black?logo=github)](https://github.com/oaslananka/fovux-kit)\n[![Python 3.12-3.14](https://img.shields.io/badge/python-3.12%20to%203.14-blue.svg)](https://www.python.org/downloads/)\n[![License: Apache-2.0](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](LICENSE)\n[![Install](https://img.shields.io/badge/install-source-blue.svg)](https://github.com/oaslananka/fovux-kit)\n\nFovux is a professional-grade, open-source edge-AI computer vision workbench. It lets a computer vision practitioner run the full YOLO lifecycle through natural-language conversation with any MCP-compatible AI client: dataset curation, training, evaluation, error analysis, quantization, export, on-device benchmarking, and RTSP inference.\n\n> **Brand:** Fovux is the region of the retina responsible for sharp central vision. We help you see your models clearly.\n\n## Why Fovux?\n\n|                               | Fovux | Ultralytics Platform | GongRzhe/YOLO-MCP |\n| ----------------------------- | ----- | -------------------- | ----------------- |\n| Local-first, no account       | ✅    | ❌                   | ✅                |\n| Full lifecycle (train→deploy) | ✅    | ✅                   | ❌                |\n| Error analysis                | ✅    | Partial              | ❌                |\n| INT8 quantization report      | ✅    | ❌                   | ❌                |\n| VS Code companion             | ✅    | ❌                   | ❌                |\n| RTSP live inference           | ✅    | ❌                   | ❌                |\n| Open source                   | ✅    | ❌                   | ✅                |\n\n## Status\n\nPackaged releases are produced by GitHub Actions in `oaslananka/fovux-kit`. Inst…","publisher":{"name":"Fovux Contributors","url":null},"homepage":"https://github.com/oaslananka/fovux-kit/tree/main/fovux-mcp/docs","repository":"https://github.com/oaslananka/fovux-kit/blob/main/fovux-mcp/CHANGELOG.md","version":"1.6.2","license":null,"protocols":["mcp"],"tags":["computer-vision","edge-ai","mcp","ultralytics","yolo"],"pricing":null,"endpoints":[{"url":"pypi:fovux-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"media.image-understanding","name":"Image Understanding","confidence":1,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.825,"provenance":"derived"}],"categories":["dev","media"],"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":"fovux-mcp","registry":"pypi","observedAt":"2026-09-15T14:27:30.143Z","publishedAt":"2026-07-22T22:39:46.854089Z","latestVersion":"1.6.2"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"fovux-mcp","url":"https://pypi.org/project/fovux-mcp/","firstSeenAt":"2026-09-09T15:23:39.316Z","fetchedAt":"2026-09-15T14:26:47.238Z","normalizedAt":"2026-09-15T14:26:47.238Z"}]},"firstSeenAt":"2026-09-09T15:23:39.316Z","updatedAt":"2026-09-15T14:27:30.143Z"}