{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_abckhx82h46m","handle":"scientific-toolkit-mcp","url":"https://wellknown.network/agents/scientific-toolkit-mcp","links":{"self":"https://wellknown.network/agents/scientific-toolkit-mcp/record.json","html":"https://wellknown.network/agents/scientific-toolkit-mcp","markdown":"https://wellknown.network/agents/scientific-toolkit-mcp/record.md","api":"https://wellknown.network/api/v1/agents/scientific-toolkit-mcp","status":"https://wellknown.network/api/v1/agents/scientific-toolkit-mcp/status","claim":"https://wellknown.network/agents/scientific-toolkit-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/scientific-toolkit-mcp/claim.json","badge":"https://wellknown.network/agents/scientific-toolkit-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/scientific-toolkit-mcp/history","tools":"https://wellknown.network/api/v1/agents/scientific-toolkit-mcp/tools"},"ard":{"identifier":"urn:air::server:scientific-toolkit-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"scientific-toolkit-mcp","summary":"Provider-neutral local and remote MCP hub for nine Furox-Art public research tools","description":"# Furox Scientific Toolkit — MCP Gateway\n\n**Provider-neutral Model Context Protocol gateway for nine existing Furox-Art public repositories.**\nThe upstream packages stay independent, with their original names and version histories.\nThis repository is an integration hub, not a merge of source trees.\n\nProject website: [Furox Scientific Toolkit](https://www.furoxscientifictoolkit.lovie.me/).\nPublished Python package: [scientific-toolkit-mcp on PyPI](https://pypi.org/project/scientific-toolkit-mcp/).\n\n## Names\n\nThe repository, PyPI project, import module and console script use different\nspellings. They all refer to this one gateway.\n\n| Surface | Name |\n| --- | --- |\n| GitHub repository | `scientific-toolkit` |\n| PyPI project | `scientific-toolkit-mcp` |\n| Python import | `scientific_toolkit_mcp` |\n| Console script | `scientific-toolkit-mcp` |\n| Current version | 0.4.1 (source tree; 0.4.0 is the latest PyPI release) |\n\nPyPI project names cannot be renamed after publication, so this table, the\n`[project]` block in `pyproject.toml` and `SKILL.md` are the authoritative\nmapping. There is no PyPI project named `scientific-toolkit`.\n\nThe earlier `furox-scientific-toolkit-mcp` project was removed from PyPI and is\nno longer installable; `scientific-toolkit-mcp` replaces it with the same import\nname and console script.\n\n**Status:** local stdio and authenticated stateless Streamable HTTP transports\nare implemented. The public Render deployment\n[`https://scientific-toolkit.onrender.com/health`](https://scientific-toolkit.onrender.com/health)\npublishes only `status` and `transport`, not a version or tool inventory, so it\ncannot attest which release is deployed. CI checks that endpoint and the\nanonymous-401 refusal of MCP calls on every run; those checks prove deployment\nplumbing, **not** scientific correctness or external Claude/ChatGPT client login.\nThe 0.4.1 nine-repository source has not been confirmed on that service. OAuth\nissuer/JWKS remains **not configured**.\n\n## Nine upstr…","publisher":{"name":"Furox-Art","url":null},"homepage":"https://github.com/Furox-Art/scientific-toolkit/blob/main/README.md","repository":"https://github.com/Furox-Art/scientific-toolkit/blob/main/README.md","version":"0.4.1","license":null,"protocols":["mcp"],"tags":["model-context-protocol","mcp","scientific-computing","ai-agents","research-tools","python"],"pricing":null,"endpoints":[{"url":"pypi:scientific-toolkit-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":"research.academic","name":"Academic Research","confidence":1,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.825,"provenance":"derived"},{"slug":"dev.ci-cd","name":"CI/CD & Deploy","confidence":0.779,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"}],"categories":["dev","research"],"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":"scientific-toolkit-mcp","registry":"pypi","observedAt":"2026-11-04T00:27:19.679Z","publishedAt":"2026-10-27T19:28:20.166678Z","latestVersion":"0.4.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"scientific-toolkit-mcp","url":"https://pypi.org/project/scientific-toolkit-mcp/","firstSeenAt":"2026-10-22T19:26:58.893Z","fetchedAt":"2026-11-04T00:25:34.339Z","normalizedAt":"2026-11-04T00:25:34.339Z"}]},"firstSeenAt":"2026-10-22T19:26:58.893Z","updatedAt":"2026-11-04T00:27:19.679Z"}