{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_asxqqbf7s6dr","handle":"annomate-mcp","url":"https://wellknown.network/agents/annomate-mcp","links":{"self":"https://wellknown.network/agents/annomate-mcp/record.json","html":"https://wellknown.network/agents/annomate-mcp","markdown":"https://wellknown.network/agents/annomate-mcp/record.md","api":"https://wellknown.network/api/v1/agents/annomate-mcp","status":"https://wellknown.network/api/v1/agents/annomate-mcp/status","claim":"https://wellknown.network/agents/annomate-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/annomate-mcp/claim.json","badge":"https://wellknown.network/agents/annomate-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:annomate-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"annomate-mcp","summary":"MCP server for VIA v3 — lets Claude read and write image annotations in real time","description":"# annomate\n\nMCP server for [VIA v3](https://gitlab.com/vgg/via) — lets Claude Code read\nand write image annotations in real time alongside the user.\n\n> Part of [**caliperhq**](https://caliperhq.dev) — open-source tools that\n> give Claude senses for the things it builds.\n\nSister project to [jscad-mcp](https://github.com/caliperhq/jscad-mcp).\n\n## What it does\n\n- Serves the VIA image annotator at a localhost URL\n- Implements VIA's push/pull protocol so annotations sync to a local store\n- Auto-refreshes the browser when Claude makes changes (no manual pull needed)\n- Exposes a suite of MCP tools so Claude can read, add, edit, and delete regions\n- **Optional local-model assistance** — open-vocabulary detection (GroundingDINO /\n  YOLO-World), promptable segmentation (SAM 2), VLM verification (Florence-2),\n  scene classification, annotation grading, and free-form Q&A (Qwen2.5-VL)\n- **Optional format conversion** — HEIC / HEIF / AVIF (iPhone photos), PDF\n  pages, EXIF / GPS / camera metadata\n- **Optional OCR** — Tesseract over image regions, returns word-level boxes\n  as detection candidates\n\nAll optional features advertise themselves on the MCP tool surface even when\ntheir dependencies aren't installed — they return a structured install hint\ninstead of erroring.\n\n## Install\n\n### Base (annotation server only)\n\n```bash\npython -m venv ~/.local/annomate\n~/.local/annomate/bin/pip install annomate-mcp\n```\n\n### Pick the extras you want\n\n```bash\n# Local AI models (~3 GB on disk, lazy-downloaded on first use)\npip install 'annomate-mcp[ai]'\n\n# Faster detection (YOLO-World, ~95 MB)\npip install 'annomate-mcp[ai,yolo]'\n\n# Free-form Q&A via chat VLM (Qwen2.5-VL-3B, ~6 GB)\npip install 'annomate-mcp[ai,chat]'\n\n# Format conversion (HEIC, PDF) + EXIF metadata\npip install 'annomate-mcp[io]'\n\n# OCR via Tesseract\npip install 'annomate-mcp[ocr]'\n\n# Everything\npip install 'annomate-mcp[ai,yolo,chat,io,ocr]'\n```\n\n## System packages\n\nSeveral optional features need command-line tools the Python ext…","publisher":null,"homepage":"https://github.com/caliperhq/annomate","repository":"https://github.com/caliperhq/annomate","version":"0.1.0","license":"MIT License\n        \n        Copyright (c) 2026 Mike Doty\n     …","protocols":["mcp"],"tags":["via","vgg","annotation","mcp","model-context-protocol","claude","image-annotation"],"pricing":null,"endpoints":[{"url":"pypi:annomate-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":"dev.package-management","name":"Packages & Dependencies","confidence":0.859,"provenance":"derived"},{"slug":"dev.terminal","name":"Terminal & Shell","confidence":0.825,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.779,"provenance":"derived"}],"categories":["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":"annomate-mcp","registry":"pypi","observedAt":"2026-09-09T09:24:50.981Z","publishedAt":"2026-05-29T21:37:12.107304Z","latestVersion":"0.1.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"annomate-mcp","url":"https://pypi.org/project/annomate-mcp/","firstSeenAt":"2026-09-09T09:22:53.880Z","fetchedAt":"2026-09-09T09:22:53.880Z","normalizedAt":"2026-09-09T09:22:53.880Z"}]},"firstSeenAt":"2026-09-09T09:22:53.880Z","updatedAt":"2026-09-09T09:24:50.981Z"}