2026-10-22-adoption-audit
{
"schema_version": 1,
"observed": "2026-10-22",
"minimum_stars": 20,
"preferred_stars_above": 100,
"method": "Three read-only parallel source reviews plus primary-agent cross-checks; actual instructions, references, examples, licences and available tests inspected. No third-party code installed or executed. Counts are dated GitHub API observations, not adoption or effectiveness guarantees.",
"limits": [
"No independent comparative agent-performance benchmark established.",
"Some other candidates were inspected but are outside this compact snapshot.",
"Original A01-A11 discovery records remain historical and are superseded by the current selection memo."
],
"records": [
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"forks": 20,
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"unique_or_active_users": null,
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"verdict": "core-planning",
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]
},
{
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"metadata_url": "https://api.github.com/repos/K-Dense-AI/scientific-agent-skills",
"observed": "2026-10-22",
"stars": 53763,
"forks": 4745,
"metric_scope": "repository-wide; not skill-specific users",
"unique_or_active_users": null,
"licence_observed": "MIT",
"verdict": "selected-components-only",
"source_urls": [
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"https://github.com/K-Dense-AI/scientific-agent-skills/blob/main/skills/scientific-critical-thinking/references/review_sources.md",
"https://github.com/K-Dense-AI/scientific-agent-skills/blob/main/skills/scientific-visualization/SKILL.md",
"https://github.com/K-Dense-AI/scientific-agent-skills/blob/main/skills/scientific-visualization/references/sources.md"
]
},
{
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"repository_url": "https://github.com/anthropics/skills",
"metadata_url": "https://api.github.com/repos/anthropics/skills",
"observed": "2026-10-22",
"stars": 182888,
"forks": 21658,
"metric_scope": "repository-wide; not skill-specific users",
"unique_or_active_users": null,
"licence_observed": "per-skill",
"verdict": "frontend-design-only",
"source_urls": [
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"https://github.com/anthropics/skills/blob/main/skills/frontend-design/LICENSE.txt",
"https://github.com/anthropics/skills/blob/main/skills/pptx/LICENSE.txt"
]
},
{
"repository": "OneWave-AI/claude-skills",
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"metadata_url": "https://api.github.com/repos/OneWave-AI/claude-skills",
"observed": "2026-10-22",
"stars": 362,
"forks": 60,
"metric_scope": "repository-wide; not skill-specific users",
"unique_or_active_users": null,
"licence_observed": "MIT",
"verdict": "devils-advocate-only",
"source_urls": [
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"https://github.com/OneWave-AI/claude-skills/blob/main/devils-advocate/references/techniques.md",
"https://github.com/OneWave-AI/claude-skills/blob/main/devils-advocate/evals/evals.json",
"https://github.com/OneWave-AI/claude-skills/blob/main/hypothesis-testing-engine/SKILL.md"
]
},
{
"repository": "tyroneross/pyramid-principle",
"repository_url": "https://github.com/tyroneross/pyramid-principle",
"metadata_url": "https://api.github.com/repos/tyroneross/pyramid-principle",
"observed": "2026-10-22",
"stars": 38,
"forks": 4,
"metric_scope": "repository-wide; not skill-specific users",
"unique_or_active_users": null,
"licence_observed": "Apache-2.0",
"verdict": "secondary-reference",
"source_urls": [
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"https://github.com/tyroneross/pyramid-principle/blob/main/skills/pyramid-source-integrity/SKILL.md"
]
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{
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"metadata_url": "https://api.github.com/repos/DreambaseAI/skills",
"observed": "2026-10-22",
"stars": 5,
"forks": 1,
"metric_scope": "repository-wide; not skill-specific users",
"unique_or_active_users": null,
"licence_observed": "MIT",
"verdict": "below-minimum",
"source_urls": [
"https://github.com/DreambaseAI/skills/blob/main/skills/dreambase-data-presentation/references/slide-craft.md",
"https://github.com/DreambaseAI/skills/blob/main/skills/dreambase-data-stories/references/narrative-structure.md"
]
},
{
"repository": "mickn/mckinsey-problem-solving-skills",
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"metadata_url": "https://api.github.com/repos/mickn/mckinsey-problem-solving-skills",
"observed": "2026-10-22",
"stars": 0,
"forks": 0,
"metric_scope": "repository-wide; not skill-specific users",
"unique_or_active_users": null,
"licence_observed": "MIT",
"verdict": "below-minimum",
"source_urls": [
"https://github.com/mickn/mckinsey-problem-solving-skills/blob/main/skills/build-storyline/SKILL.md"
]
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{
"repository": "Brusdeylins/ppt-skill",
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"metadata_url": "https://api.github.com/repos/Brusdeylins/ppt-skill",
"observed": "2026-10-22",
"stars": 6,
"forks": 2,
"metric_scope": "repository-wide; not skill-specific users",
"unique_or_active_users": null,
"licence_observed": "MIT",
"verdict": "below-minimum",
"source_urls": [
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{
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"observed": "2026-10-22",
"stars": 154,
"forks": 31,
"metric_scope": "repository-wide; not skill-specific users",
"unique_or_active_users": null,
"licence_observed": "MIT",
"verdict": "reference-only",
"source_urls": [
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"https://github.com/sruthir28/enterprise-ai-skills/blob/main/mckinsey-critic/SKILL.md",
"https://github.com/sruthir28/enterprise-ai-skills/blob/main/examples/which-sport-to-pick-up/build.py"
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{
"repository": "appautomaton/presentation",
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"observed": "2026-10-22",
"stars": 63,
"forks": 6,
"metric_scope": "repository-wide; not skill-specific users",
"unique_or_active_users": null,
"licence_observed": null,
"verdict": "exclude",
"source_urls": [
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]
},
{
"repository": "andreworia/claude-consulting-skills",
"repository_url": "https://github.com/andreworia/claude-consulting-skills",
"metadata_url": "https://api.github.com/repos/andreworia/claude-consulting-skills",
"observed": "2026-10-22",
"stars": 22,
"forks": 8,
"metric_scope": "repository-wide; not skill-specific users",
"unique_or_active_users": null,
"licence_observed": "MIT",
"verdict": "exclude-cost-analysis-error",
"source_urls": [
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]
},
{
"repository": "ItsssssJack/power-design",
"repository_url": "https://github.com/ItsssssJack/power-design",
"metadata_url": "https://api.github.com/repos/ItsssssJack/power-design",
"observed": "2026-10-22",
"stars": 733,
"forks": 96,
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"unique_or_active_users": null,
"licence_observed": "MIT",
"verdict": "exclude-unsupported-research-claims",
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},
{
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"observed": "2026-10-22",
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"verdict": "helpers-not-approved",
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"https://github.com/zarazhangrui/frontend-slides/blob/main/scripts/export-pdf.sh"
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