{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_yjetu59chmbm","handle":"biopb-mcp","url":"https://wellknown.network/agents/biopb-mcp","links":{"self":"https://wellknown.network/agents/biopb-mcp/record.json","html":"https://wellknown.network/agents/biopb-mcp","markdown":"https://wellknown.network/agents/biopb-mcp/record.md","api":"https://wellknown.network/api/v1/agents/biopb-mcp","status":"https://wellknown.network/api/v1/agents/biopb-mcp/status","claim":"https://wellknown.network/agents/biopb-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/biopb-mcp/claim.json","badge":"https://wellknown.network/agents/biopb-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:biopb-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"biopb-mcp","summary":"Performing image analysis by visiting biopb endpoints","description":"# biopb-mcp\n\n[![License MIT](https://img.shields.io/pypi/l/biopb-mcp.svg?color=green&cacheSeconds=3600)](https://github.com/biopb/biopb/raw/main/biopb-mcp/LICENSE)\n[![PyPI](https://img.shields.io/pypi/v/biopb-mcp.svg?color=green&cacheSeconds=3600)](https://pypi.org/project/biopb-mcp)\n[![Python Version](https://img.shields.io/pypi/pyversions/biopb-mcp.svg?color=green&cacheSeconds=3600)](https://python.org)\n[![MCP CI/CD](https://github.com/biopb/biopb/actions/workflows/mcp-ci.yaml/badge.svg)](https://github.com/biopb/biopb/actions/workflows/mcp-ci.yaml)\n[![napari hub](https://img.shields.io/endpoint?url=https://api.napari-hub.org/shields/biopb-mcp&cacheSeconds=3600)](https://napari-hub.org/plugins/biopb-mcp)\n\n**biopb-mcp** is the MCP component of the **[BioPB](https://github.com/biopb/biopb)** project\n\n## Installation - recommended\n\n```\ncurl -fsSL https://biopb.org/install.sh | bash\n```\n\n## Installation - alternative methods\n\nThese methods only install the mcp component without the rest of **[BioPB](https://github.com/biopb/biopb)**  system.\n\n### From PyPI\n\n```\npip install biopb-mcp        # or: uv pip install biopb-mcp\n```\n\n> Standalone PyInstaller app bundles (the per-platform `.zip`/`.tar.gz`\n> downloads) are temporarily disabled — installation is uv/pip-based for now.\n> Use the recommended one-liner above, or the methods here.\n\n### Development Version\n\nTo install latest development version:\n\n    pip install \"git+https://github.com/biopb/biopb.git#subdirectory=biopb-mcp\"\n\n## Troubleshooting\n\nFor URL resolution, the auto-start fallback, and how to resolve startup failures (e.g.\na port already in use on a shared node), see [docs/troubleshooting.md](docs/troubleshooting.md).\n\n## Contributing\n\nContributions are very welcome. Read [development.md](development.md) first to understand the project architecture.\n\n## License\n\nDistributed under the terms of the [MIT](https://github.com/biopb/biopb/raw/main/biopb-mcp/LICENSE) license,\n\"biopb-mcp\" is free and open source softw…","publisher":{"name":"Ji Yu","url":null},"homepage":"https://github.com/biopb/biopb/tree/main/biopb-mcp#readme","repository":"https://github.com/biopb/biopb/issues","version":"0.7.2","license":"The MIT License (MIT)  Copyright (c) 2025 Ji Yu  Permission is …","protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:biopb-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","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":1,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.745,"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":"biopb-mcp","registry":"pypi","observedAt":"2026-09-09T10:30:58.097Z","publishedAt":"2026-06-13T23:21:31.160203Z","latestVersion":"0.7.2"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"biopb-mcp","url":"https://pypi.org/project/biopb-mcp/","firstSeenAt":"2026-09-09T10:27:12.364Z","fetchedAt":"2026-09-09T10:27:12.364Z","normalizedAt":"2026-09-09T10:27:12.364Z"}]},"firstSeenAt":"2026-09-09T10:27:12.364Z","updatedAt":"2026-09-09T10:30:58.097Z"}