{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_yng8z5p29smg","handle":"zihangzzz-polaris-mcp","url":"https://wellknown.network/agents/zihangzzz-polaris-mcp","links":{"self":"https://wellknown.network/agents/zihangzzz-polaris-mcp/record.json","html":"https://wellknown.network/agents/zihangzzz-polaris-mcp","markdown":"https://wellknown.network/agents/zihangzzz-polaris-mcp/record.md","api":"https://wellknown.network/api/v1/agents/zihangzzz-polaris-mcp","status":"https://wellknown.network/api/v1/agents/zihangzzz-polaris-mcp/status","claim":"https://wellknown.network/agents/zihangzzz-polaris-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/zihangzzz-polaris-mcp/claim.json","badge":"https://wellknown.network/agents/zihangzzz-polaris-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:zihangzzz-polaris-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"zihangzzz-polaris-mcp","summary":"Local MCP memory layer for AI coding agents","description":"# Polaris\n\nPolaris stops your AI coding agent from repeating the same mistakes. Open source. Pay $2.49 once if it saves you a loop.\n\n## Install\n\ngit clone https://github.com/zhaozihangbehappy-gif/Polaris.git && cd Polaris && python3 -m pip install -r adapters/mcp-polaris/requirements.txt\n\nOptional CLI install from PyPI:\n\n`pipx install zihangzzz-polaris-mcp`\n\n## Pay\n\nhttps://<YOUR_HANDLE>.gumroad.com/l/polaris\n\nOne payment. Forever. The receipt email is your proof of support. No account, no login.\n\n## Contribute\n\nPolaris grows through the people who use it. If Polaris saved you a loop — or if you hit a failure it didn't know about — you can add it:\n\n- `python3 scripts/polaris_community.py submit <your-pattern.json>` — propose a new candidate. Accepts either a full v4 pattern record or a `schema_version: 1` contribution file exported by `polaris_cli.py experience contribute` (auto-converted).\n- `python3 scripts/polaris_community.py confirm <pattern_id>` — tell the project a candidate actually helped you on a real case.\n- `python3 scripts/polaris_community.py reject <pattern_id>` — tell the project a candidate was wrong or harmful.\n\nA candidate joins Polaris's shared library after **≥ 2 independent users** confirm it helped them and no one rejected it. The shared library has three tiers — `official` (internal verified-live), `community` (community-verified through this channel), and `candidate` (unconfirmed but shipped so users can try them). All three are loaded at lookup time; each match carries its tier. Nobody's agent runs through a central server; confirmations are opt-in. See `community/README.md` for how trust and promotion work.\n\nThe shipped `candidate` tier now covers all 8 ecosystems. The `official` tier remains the audited baseline, while candidate breadth grows faster through releases and community submissions.\n\n## Read these, not the rest\n\n- START_HERE.md\n- FACTS.md\n- INSTALL.md\n\nThere's an `archive/` folder too. It's old audit work I kept public so anyon…","publisher":null,"homepage":null,"repository":null,"version":"0.2.3","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:zihangzzz-polaris-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"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":"zihangzzz-polaris-mcp","registry":"pypi","observedAt":"2026-09-10T16:24:36.628Z","publishedAt":"2026-04-22T10:25:00.201278Z","latestVersion":"0.2.3"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"zihangzzz-polaris-mcp","url":"https://pypi.org/project/zihangzzz-polaris-mcp/","firstSeenAt":"2026-09-10T16:23:57.014Z","fetchedAt":"2026-09-10T16:23:57.014Z","normalizedAt":"2026-09-10T16:23:57.014Z"}]},"firstSeenAt":"2026-09-10T16:23:57.014Z","updatedAt":"2026-09-10T16:24:36.628Z"}