{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_sfz6fqj5d36u","handle":"skore-mcp","url":"https://wellknown.network/agents/skore-mcp","links":{"self":"https://wellknown.network/agents/skore-mcp/record.json","html":"https://wellknown.network/agents/skore-mcp","markdown":"https://wellknown.network/agents/skore-mcp/record.md","api":"https://wellknown.network/api/v1/agents/skore-mcp","status":"https://wellknown.network/api/v1/agents/skore-mcp/status","claim":"https://wellknown.network/agents/skore-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/skore-mcp/claim.json","badge":"https://wellknown.network/agents/skore-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/skore-mcp/history","tools":"https://wellknown.network/api/v1/agents/skore-mcp/tools"},"ard":{"identifier":"urn:air::server:skore-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"skore-mcp","summary":"Model Context Protocol server for Skore (experiment tracking and model evaluation)","description":"# Skore MCP server\n\nCommunity MCP server for [Skore](https://docs.skore.probabl.ai/stable/) — not affiliated with Probabl. It exposes [MCP](https://modelcontextprotocol.io/) tools for projects, `evaluate` / `compare` / `train_test_split`, global `configuration`, and a **`skore_report_call` dispatcher** that covers the report surface documented in the Skore API (e.g. [`ComparisonReport.get_predictions`](https://docs.skore.probabl.ai/stable/reference/api/skore.ComparisonReport.get_predictions.html), metrics, inspection, `data.analyze`). Call **`skore_api_catalog`** for the exact allowlisted method names per accessor.\n\n**Repository:** [github.com/fanfcorp/skore-mcp](https://github.com/fanfcorp/skore-mcp)\n\n## Requirements\n\n- Python **3.10+** (same as Skore 0.15)\n- Dependencies: `skore`, `mcp[cli]`, `pandas` (see `pyproject.toml`)\n\n## Install\n\n**From PyPI** (after the package is published):\n\n```bash\npython3.12 -m venv .venv\nsource .venv/bin/activate\npip install skore-mcp\n```\n\n**From GitHub** (any time, no PyPI needed):\n\n```bash\npip install \"skore-mcp @ git+https://github.com/fanfcorp/skore-mcp.git\"\n```\n\n**From a local clone** (editable for development):\n\n```bash\ncd \"/path/to/skore-mcp\"\npython3.12 -m venv .venv\nsource .venv/bin/activate\npip install -e .\n```\n\nAfter install, run the server as **`skore-mcp`** or **`python -m skore_mcp`** (stdio MCP).\n\n## Cursor / Claude Desktop\n\nAdd a stdio server (use your real paths):\n\n```json\n{\n  \"mcpServers\": {\n    \"skore\": {\n      \"command\": \"/path/to/MCP Skore/.venv/bin/python\",\n      \"args\": [\"-m\", \"skore_mcp\"],\n      \"env\": {\n        \"SKORE_WORKSPACE\": \"/path/to/your/skore/workspace\"\n      }\n    }\n  }\n}\n```\n\nAlternatively, after `pip install` into an environment:\n\n```json\n{\n  \"mcpServers\": {\n    \"skore\": {\n      \"command\": \"skore-mcp\"\n    }\n  }\n}\n```\n\n## Tools\n\n| Tool | Purpose |\n|------|--------|\n| `skore_info` | Skore version and mode hints |\n| `skore_api_catalog` | JSON allowlists for `skore_report_call` (accessors + method names…","publisher":{"name":"François Goupil","url":null},"homepage":"https://docs.skore.probabl.ai/stable/","repository":"https://github.com/fanfcorp/skore-mcp","version":"0.1.1","license":null,"protocols":["mcp"],"tags":["cursor","llm","machine-learning","mcp","model-context-protocol","scikit-learn","skore"],"pricing":null,"endpoints":[{"url":"pypi:skore-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":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":1,"provenance":"derived"},{"slug":"dev.docs-lookup","name":"Documentation Lookup","confidence":0.791,"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":"skore-mcp","registry":"pypi","observedAt":"2026-11-04T01:24:41.555Z","publishedAt":"2026-04-11T17:16:40.099417Z","latestVersion":"0.1.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"skore-mcp","url":"https://pypi.org/project/skore-mcp/","firstSeenAt":"2026-09-10T12:22:26.900Z","fetchedAt":"2026-11-04T01:22:25.010Z","normalizedAt":"2026-11-04T01:22:25.010Z"}]},"firstSeenAt":"2026-09-10T12:22:26.900Z","updatedAt":"2026-11-04T01:24:41.555Z"}