{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_dscnpc2qb8cd","handle":"skill-curator-mcp","url":"https://wellknown.network/agents/skill-curator-mcp","links":{"self":"https://wellknown.network/agents/skill-curator-mcp/record.json","html":"https://wellknown.network/agents/skill-curator-mcp","markdown":"https://wellknown.network/agents/skill-curator-mcp/record.md","api":"https://wellknown.network/api/v1/agents/skill-curator-mcp","status":"https://wellknown.network/api/v1/agents/skill-curator-mcp/status","claim":"https://wellknown.network/agents/skill-curator-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/skill-curator-mcp/claim.json","badge":"https://wellknown.network/agents/skill-curator-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:skill-curator-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"skill-curator-mcp","summary":"Skill lifecycle intelligence MCP — semantic matching, feedback loop, gap detection, scout","description":"# skill-curator-mcp\n\nSkill lifecycle intelligence for AI agents. Matches tasks to skills semantically, tracks effectiveness, detects gaps, and scouts external sources.\n\n## Problem\n\nAI agents have 30+ skills but activate <5% per session. Skills exist but the agent doesn't know when to use them. No feedback loop measures if a skill actually helped.\n\n## Solution\n\nAn MCP server that provides **intelligent skill routing** — not CRUD (skills-manager does that) nor a marketplace (daymade does that), but the missing intelligence layer:\n\n1. **Semantic matching**: embed skills + task → cosine similarity + effectiveness boost\n2. **Feedback loop**: EMA scoring tracks what works\n3. **Gap detection**: identifies missing skills from session patterns\n4. **Scout**: searches external sources (skills-manager marketplace, GitHub) correlated with local gaps\n\n## Tools (8)\n\n| Tool | Purpose |\n|------|---------|\n| `skill_match(task, profile?, top_k=3)` | Find best skills for current task |\n| `skill_feedback(name, outcome, session_id?)` | Record success/partial/failure |\n| `skill_gaps(session_id?, profile?)` | Detect uncovered task patterns |\n| `skill_lifecycle()` | Report: active, stale, candidates for promote/archive |\n| `skill_promote(name)` | Move draft → active |\n| `skill_archive(name, reason?)` | Deactivate with preservation |\n| `skill_reindex()` | Rescan filesystem, regenerate embeddings |\n| `skill_scout(query?, gaps_only=false)` | Search external skill sources |\n\n## Architecture\n\n```\n┌─────────────────────────────────────────┐\n│            skill-curator-mcp            │\n│         (FastMCP, port 3204)            │\n├─────────────────────────────────────────┤\n│  Index Layer (sqlite-vec embeddings)    │\n│  Scoring (0.6 semantic + 0.2 eff + 0.2 │\n│           profile)                      │\n│  Feedback (EMA α=0.3)                  │\n│  Scout (HTTP → external registries)     │\n├─────────────────────────────────────────┤\n│  Storage: ~/.local/share/skill-curator/ │\n│  curator.db (SQLite WAL…","publisher":null,"homepage":"https://github.com/filhocf/skill-curator-mcp","repository":"https://github.com/filhocf/skill-curator-mcp/blob/main/CHANGELOG.md","version":"0.2.0","license":"Apache-2.0","protocols":["mcp"],"tags":["ai-agent","curator","lifecycle","mcp","semantic-search","skills"],"pricing":null,"endpoints":[{"url":"pypi:skill-curator-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":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"derived"},{"slug":"dev.filesystem","name":"Filesystem","confidence":0.882,"provenance":"derived"},{"slug":"data.database","name":"Databases","confidence":0.768,"provenance":"derived"}],"categories":["data","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":"skill-curator-mcp","registry":"pypi","observedAt":"2026-09-10T12:23:32.283Z","publishedAt":"2026-07-19T20:15:04.658311Z","latestVersion":"0.2.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"skill-curator-mcp","url":"https://pypi.org/project/skill-curator-mcp/","firstSeenAt":"2026-09-10T12:22:22.174Z","fetchedAt":"2026-09-10T12:22:22.174Z","normalizedAt":"2026-09-10T12:22:22.174Z"}]},"firstSeenAt":"2026-09-10T12:22:22.174Z","updatedAt":"2026-09-10T12:23:32.283Z"}