{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_6fwb5prj32mf","handle":"mcp-proxyml","url":"https://wellknown.network/agents/mcp-proxyml","links":{"self":"https://wellknown.network/agents/mcp-proxyml/record.json","html":"https://wellknown.network/agents/mcp-proxyml","markdown":"https://wellknown.network/agents/mcp-proxyml/record.md","api":"https://wellknown.network/api/v1/agents/mcp-proxyml","status":"https://wellknown.network/api/v1/agents/mcp-proxyml/status","claim":"https://wellknown.network/agents/mcp-proxyml/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/mcp-proxyml/claim.json","badge":"https://wellknown.network/agents/mcp-proxyml/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/mcp-proxyml/history","tools":"https://wellknown.network/api/v1/agents/mcp-proxyml/tools"},"ard":{"identifier":"urn:air::server:mcp-proxyml","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"mcp-proxyml","summary":"MCP server for the ProxyML API","description":"# mcp-proxyml\n\nMCP server for the [ProxyML](https://proxyml.ai) API. Gives Claude (and other MCP clients) direct access to ProxyML's surrogate modelling and explainability tools.\n\n## Prerequisites\n\n- A ProxyML API key — sign up at [proxyml.ai](https://proxyml.ai)\n- [uv](https://docs.astral.sh/uv/getting-started/installation/) (required for `uvx` installation method)\n\n```bash\n  curl -LsSf https://astral.sh/uv/install.sh | sh\n```\n\nOr if you use `pip`:\n\n```pip install uv```\n\n## Installation\n\n### Claude Desktop\n\nAdd to your `claude_desktop_config.json`:\n\n```json\n{\n  \"mcpServers\": {\n    \"proxyml\": {\n      \"command\": \"uvx\",\n      \"args\": [\"mcp-proxyml\"],\n      \"env\": {\n        \"PROXYML_API_KEY\": \"your-api-key-here\"\n      }\n    }\n  }\n}\n```\n\nThe config file is at:\n- **macOS**: `~/Library/Application Support/Claude/claude_desktop_config.json`\n- **Windows**: `%APPDATA%\\Claude\\claude_desktop_config.json`\n\nThen restart Claude Desktop.\n\n### Claude Code\n\n```bash\nclaude mcp add-json proxyml '{\"command\":\"uvx\",\"args\":[\"mcp-proxyml\"],\"env\":{\"PROXYML_API_KEY\":\"your-api-key-here\"}}'\n```\n\n### Other MCP clients\n\n```bash\npip install mcp-proxyml\nPROXYML_API_KEY=your-key mcp-proxyml\n```\n\n### Local challenger training (optional)\n\n`proxyml_train_challenger` and `proxyml_score_champion` train a small model\nlocally via the `proxyml` SDK and require the `challenger` extra, which\npulls in scikit-learn and scipy:\n\n```bash\npip install 'mcp-proxyml[challenger]'\n```\n\nWithout it, those two tools return a clear error telling you to install the\nextra rather than failing to start the server.\n\n## Environment variables\n\n| Variable | Required | Description |\n|---|---|---|\n| `PROXYML_API_KEY` | Yes | Your ProxyML API key |\n\n## Security & permissions\n\n### What this server can access\n\n**Filesystem** — `proxyml_infer_schema` and `proxyml_train_challenger` each\nread one CSV file at the path you provide. No other tool reads or writes\nlocal files.\n\n**Network** — outbound HTTPS only, to `https://api.proxyml.ai` (o…","publisher":null,"homepage":"https://proxyml.ai","repository":"https://github.com/proxyml/mcp-proxyml/issues","version":"0.1.7","license":"Apache License\n                                   Version 2.0, …","protocols":["mcp"],"tags":["mcp","proxyml","explainability","machine-learning","counterfactuals","surrogate"],"pricing":null,"endpoints":[{"url":"pypi:mcp-proxyml","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.filesystem","name":"Filesystem","confidence":1,"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":"mcp-proxyml","registry":"pypi","observedAt":"2026-11-03T14:24:12.128Z","publishedAt":"2026-08-02T13:07:14.377144Z","latestVersion":"0.1.7"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"mcp-proxyml","url":"https://pypi.org/project/mcp-proxyml/","firstSeenAt":"2026-09-10T03:18:51.483Z","fetchedAt":"2026-11-03T14:23:37.689Z","normalizedAt":"2026-11-03T14:23:37.689Z"}]},"firstSeenAt":"2026-09-10T03:18:51.483Z","updatedAt":"2026-11-03T14:24:12.128Z"}