{"adoption": {"forks": 160, "observed_at": "2026-08-28T04:05:05.531502+00:00", "stars": 1573}, "canonical_url": "https://ross.abutalabs.com/products/skill-from-masters", "card": {"archived": false, "artifact_type": "plugin", "description": "Stand on the shoulders of giants — Create AI skills built on proven methodologies from domain experts.", "domain": ["artificial-intelligence", "developer-tools", "education"], "enriched": true, "function": ["agent-framework", "prompt-engineering", "developer-tools", "search-engine", "documentation"], "health_score": 61, "homepage": null, "language": null, "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["GBSOSS/skill-from-masters"], "name": "GBSOSS/skill-from-masters", "platform": ["cli", "cross-platform"], "pushed_at": "2026-02-16T02:30:07+00:00", "repo": "GBSOSS/skill-from-masters", "stars": 1573, "tags": ["ai-skills", "claude-code", "methodology-database", "expert-knowledge", "skill-creation", "prompt-library", "ai-agents"], "topics": [], "urls": [], "use_cases": ["create an AI skill for user interviews based on expert methodologies", "find best practices from masters before writing a new skill", "surface expert frameworks like The Mom Test or SPIN selling for a task", "avoid common mistakes when building AI agent skills", "cross-validate methodologies from multiple domain experts", "build a skill for writing following Barbara Minto or Amazon 6-pager principles"], "what_it_is": "A skill for AI agent platforms like Claude Code and Codex that helps users create new AI skills grounded in proven methodologies from recognized domain experts. It searches a curated local database plus the web to surface expert frameworks, golden examples, and anti-patterns before handing off to a skill generator.", "when_to_avoid": ["you need a general-purpose agent framework or runtime", "you want a standalone application rather than a skill/plugin for an AI coding agent", "your domain is highly technical or niche with no established expert literature"], "when_to_choose": ["you use Claude Code, Codex, or similar agent platforms and want to author high-quality skills", "you want skills grounded in established expert methodologies rather than generic output", "you need curated golden examples and anti-patterns for a professional domain"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/skill-from-masters", "repo": "GBSOSS/skill-from-masters", "role": "main", "score": 46}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:57:56.156123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91622e5009841afd9865e484f015a9457f0d427c45da75ee3938092349fc6a47", "fetched_at": "2026-08-28T04:05:05.531502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GBSOSS/skill-from-masters"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:57:56.156123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91622e5009841afd9865e484f015a9457f0d427c45da75ee3938092349fc6a47", "fetched_at": "2026-08-28T04:05:05.531502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GBSOSS/skill-from-masters"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:57:56.156123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91622e5009841afd9865e484f015a9457f0d427c45da75ee3938092349fc6a47", "fetched_at": "2026-08-28T04:05:05.531502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GBSOSS/skill-from-masters"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:57:56.156123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91622e5009841afd9865e484f015a9457f0d427c45da75ee3938092349fc6a47", "fetched_at": "2026-08-28T04:05:05.531502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GBSOSS/skill-from-masters"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:57:56.156123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91622e5009841afd9865e484f015a9457f0d427c45da75ee3938092349fc6a47", "fetched_at": "2026-08-28T04:05:05.531502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GBSOSS/skill-from-masters"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:57:56.156123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91622e5009841afd9865e484f015a9457f0d427c45da75ee3938092349fc6a47", "fetched_at": "2026-08-28T04:05:05.531502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GBSOSS/skill-from-masters"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:05.531502+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:57:56.156123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91622e5009841afd9865e484f015a9457f0d427c45da75ee3938092349fc6a47", "fetched_at": "2026-08-28T04:05:05.531502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GBSOSS/skill-from-masters"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:57:56.156123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91622e5009841afd9865e484f015a9457f0d427c45da75ee3938092349fc6a47", "fetched_at": "2026-08-28T04:05:05.531502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GBSOSS/skill-from-masters"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:57:56.156123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91622e5009841afd9865e484f015a9457f0d427c45da75ee3938092349fc6a47", "fetched_at": "2026-08-28T04:05:05.531502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GBSOSS/skill-from-masters"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:57:56.156123+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "91622e5009841afd9865e484f015a9457f0d427c45da75ee3938092349fc6a47", "fetched_at": "2026-08-28T04:05:05.531502+00:00", "kind": "readme", "missing": false, "url": "https://github.com/GBSOSS/skill-from-masters"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 67, "longevity": 16, "rhythm": 35}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 237, "days_push": 199, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 46, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}