{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_mpj3j8wjrn5a","handle":"whetstone-mcp-2","url":"https://wellknown.network/agents/whetstone-mcp-2","links":{"self":"https://wellknown.network/agents/whetstone-mcp-2/record.json","html":"https://wellknown.network/agents/whetstone-mcp-2","markdown":"https://wellknown.network/agents/whetstone-mcp-2/record.md","api":"https://wellknown.network/api/v1/agents/whetstone-mcp-2","status":"https://wellknown.network/api/v1/agents/whetstone-mcp-2/status","claim":"https://wellknown.network/agents/whetstone-mcp-2/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/whetstone-mcp-2/claim.json","badge":"https://wellknown.network/agents/whetstone-mcp-2/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:whetstone-mcp-2","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"whetstone-mcp","summary":"A local MCP server that lets any skill learn from use.","description":"# Whetstone\n\nA local [MCP](https://modelcontextprotocol.io) server that lets any skill learn from use.\n\nWhetstone attaches to an existing skill and maintains a git-tracked, per-skill store of what a\nuser likes (`LEARNINGS`) and what the skill got wrong (`ISSUES`), so the skill can improve from\nordinary use without a benchmark, dataset, or eval harness. See\n[`LEARNING_SKILLS_DESIGN.md`](https://github.com/HrudithL/whetstone/blob/main/LEARNING_SKILLS_DESIGN.md)\nfor the full design.\n\n## Install\n\nRequires Python 3.11+. The base install is light and dependency-free at retrieval time: it uses a\nsmall, deterministic `hashing` embedding backend (no torch, no network).\n\n```sh\npipx install whetstone-mcp     # installs the `whetstone` command on your PATH\n# or: pip install whetstone-mcp\n# or, run without installing: uvx whetstone-mcp\n```\n\nAn install (pipx/pip) puts two equivalent console scripts on your PATH — `whetstone` (primary, used\nthroughout this README) and `whetstone-mcp` (same entry point, so `pipx run whetstone-mcp` /\n`uvx whetstone-mcp` resolve without the short name).\n\nRegister it with an MCP host (e.g. Claude Code) — point the host at whichever you used:\n\n```sh\n# if you installed it (pipx/pip): the command is already on PATH\nclaude mcp add whetstone -- whetstone\n# no install — let uv fetch & run it on demand:\nclaude mcp add whetstone -- uvx whetstone-mcp\n```\n\nFor higher-quality embeddings, pull in the optional extra and set\n`embedding_backend = \"sentence-transformers\"` in config. Match the command to how it's installed:\n\n```sh\npipx install \"whetstone-mcp[embeddings]\"                 # fresh install, with the extra\npipx inject whetstone-mcp sentence-transformers          # add to an existing pipx install\npip install \"whetstone-mcp[embeddings]\"                  # pip\n```\n\n### From source (contributors)\n\n```sh\npython3 -m venv .venv\n.venv/bin/pip install -e '.[dev]'\n```\n\n```sh\n.venv/bin/pip install -e '.[embeddings]'   # pulls in sentence-transformers\n```\n\n## Run\n\nSt…","publisher":null,"homepage":"https://github.com/HrudithL/whetstone","repository":"https://github.com/HrudithL/whetstone","version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["agent","learning","mcp","memory","model-context-protocol","retrieval","skills"],"pricing":null,"endpoints":[{"url":"pypi:whetstone-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.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"}],"categories":["dev","knowledge"],"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":"whetstone-mcp","registry":"pypi","observedAt":"2026-09-10T15:25:30.806Z","publishedAt":"2026-07-23T04:24:31.535276Z","latestVersion":"0.1.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"whetstone-mcp","url":"https://pypi.org/project/whetstone-mcp/","firstSeenAt":"2026-09-10T15:24:41.034Z","fetchedAt":"2026-09-10T15:24:41.034Z","normalizedAt":"2026-09-10T15:24:41.034Z"}]},"firstSeenAt":"2026-09-10T15:24:41.034Z","updatedAt":"2026-09-10T15:25:30.806Z"}