{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_jdxh3wf7nkxh","handle":"memory-quality-mcp","url":"https://wellknown.network/agents/memory-quality-mcp","links":{"self":"https://wellknown.network/agents/memory-quality-mcp/record.json","html":"https://wellknown.network/agents/memory-quality-mcp","markdown":"https://wellknown.network/agents/memory-quality-mcp/record.md","api":"https://wellknown.network/api/v1/agents/memory-quality-mcp","status":"https://wellknown.network/api/v1/agents/memory-quality-mcp/status","claim":"https://wellknown.network/agents/memory-quality-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/memory-quality-mcp/claim.json","badge":"https://wellknown.network/agents/memory-quality-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/memory-quality-mcp/history","tools":"https://wellknown.network/api/v1/agents/memory-quality-mcp/tools"},"ard":{"identifier":"urn:air::server:memory-quality-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"memory-quality-mcp","summary":"A Claude Code MCP plugin that audits and cleans up your AI memory store","description":"# Memory Quality MCP\n\n**A Claude Code MCP plugin that audits and cleans up your AI memory.**\n\n[中文版](README_CN.md) · [Report a Bug](https://github.com/ladyiceberg/memory-quality-mcp/issues/new?template=bug_report.md) · [Request a Feature](https://github.com/ladyiceberg/memory-quality-mcp/issues/new?template=feature_request.md)\n\n---\n\n![Memory Quality MCP Dashboard](assets/dashboard-overview.png)\n\n---\n\nClaude Code v2.1.59+ automatically saves memories from your conversations. Over time, your memory store accumulates:\n\n- **Stale memories** — \"working on Project X this week\" from months ago\n- **Junk memories** — offhand remarks treated as permanent facts\n- **Conflicting memories** — \"prefers detailed comments\" and \"keep code clean and minimal\" coexisting\n- **Misrecorded memories** — AI over-interpreted a one-time comment as a fixed habit\n\nThis plugin audits your memory store with a 4-dimension quality score (Importance / Recency / Credibility / Accuracy) and gives you actionable cleanup recommendations — with a visual dashboard.\n\n---\n\n## Requirements\n\n- **Claude Code v2.1.59+** (run `claude --version` to check)\n- **Python 3.10+**\n- **LLM API Key** — OpenAI, Kimi, MiniMax, or Anthropic (any one will do)\n\n---\n\n## Installation\n\n### Option 1: uvx (recommended — no manual install)\n\nAdd to your Claude Code MCP config (`~/.claude/settings.json` or your project's `.claude/settings.json`):\n\n```json\n{\n  \"mcpServers\": {\n    \"memory-quality\": {\n      \"command\": \"uvx\",\n      \"args\": [\"memory-quality-mcp\"],\n      \"env\": {\n        \"OPENAI_API_KEY\": \"your-key-here\"\n      }\n    }\n  }\n}\n```\n\n### Option 2: pip\n\n```bash\npip install memory-quality-mcp\n```\n\nThen in your MCP config:\n\n```json\n{\n  \"mcpServers\": {\n    \"memory-quality\": {\n      \"command\": \"memory-quality-mcp\",\n      \"env\": {\n        \"MINIMAX_API_KEY\": \"your-key-here\"\n      }\n    }\n  }\n}\n```\n\n---\n\n## Configure your LLM\n\nSet **one** of these environment variables in the `env` field above:\n\n| Provider | Env Variable | Default Model …","publisher":{"name":"ladyiceberg","url":null},"homepage":"https://github.com/ladyiceberg/memory-quality-mcp","repository":"https://github.com/ladyiceberg/memory-quality-mcp","version":"0.2.2","license":"MIT","protocols":["mcp"],"tags":["ai","claude","claude-code","llm","mcp","memory"],"pricing":null,"endpoints":[{"url":"pypi:memory-quality-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","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"declared"},{"slug":"analytics.reporting","name":"Reporting & Dashboards","confidence":0.814,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.779,"provenance":"derived"}],"categories":["analytics","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":"memory-quality-mcp","registry":"pypi","observedAt":"2026-10-28T15:26:05.243Z","publishedAt":"2026-04-06T13:50:22.001889Z","latestVersion":"0.2.2"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"memory-quality-mcp","url":"https://pypi.org/project/memory-quality-mcp/","firstSeenAt":"2026-09-10T05:22:52.855Z","fetchedAt":"2026-10-28T15:24:40.004Z","normalizedAt":"2026-10-28T15:24:40.004Z"}]},"firstSeenAt":"2026-09-10T05:22:52.855Z","updatedAt":"2026-10-28T15:26:05.243Z"}