Plan & spec
10,946 rows, by stacks then stars
2,010 of these skill files have been read, by 1,360 distinct authors, and what they tell an agent counted. What Plan & spec authors agree on, and what they forbid
Ranked annotation prioritization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/ranked-annotation-prioritization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Ranked candidate prioritization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/ranked-candidate-prioritization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Retention time regression output specification
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/retention-time-regression-output-specification Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Scalability extrapolation and throughput estimation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/scalability-extrapolation-and-throughput-estimation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Set activity prioritization ranking
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/set-activity-prioritization-ranking Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Singular value decomposition metabolomics
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/singular-value-decomposition-metabolomics Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Skyline import format specification
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/skyline-import-format-specification Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Statistical significance estimation mass spectrometry
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/statistical-significance-estimation-mass-spectrometry Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Uncertainty estimation across models
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/uncertainty-estimation-across-models Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Variance estimation within and between groups
HolobiomicsLab/asb-skill-collections/packs/metabolomics/lc-ms/skills/variance-estimation-within-and-between-groups Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Binary format specification implementation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/binary-format-specification-implementation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Cascade search strategy fdr control
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/cascade-search-strategy-fdr-control Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Cascade search strategy implementation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/cascade-search-strategy-implementation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Chromatographic baseline estimation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/chromatographic-baseline-estimation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
False discovery rate estimation untargeted
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/false-discovery-rate-estimation-untargeted Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Fdr aware psm retention strategy
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/fdr-aware-psm-retention-strategy Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Ms signal correction strategy selection
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/ms-signal-correction-strategy-selection Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/peak-border-center-estimation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Reference feature combination strategy
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/reference-feature-combination-strategy Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Singular value decomposition pathway analysis
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/singular-value-decomposition-pathway-analysis Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/tic-peak-boundary-estimation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-generic/skills/xcms-parameter-estimation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Hdf5 file structure specification
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-imaging/skills/hdf5-file-structure-specification Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Metabolite detection frequency estimation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-imaging/skills/metabolite-detection-frequency-estimation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Noise estimation snr thresholding
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-imaging/skills/noise-estimation-snr-thresholding Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Vendor file format specification handling
HolobiomicsLab/asb-skill-collections/packs/metabolomics/ms-imaging/skills/vendor-file-format-specification-handling Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Fusion pooling strategy implementation
HolobiomicsLab/asb-skill-collections/packs/metabolomics/nmr/skills/fusion-pooling-strategy-implementation Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
HolobiomicsLab/asb-skill-collections/packs/metabolomics/nmr/skills/hybrid-model-fusion-strategy Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Memory mapped file selection strategy
HolobiomicsLab/asb-skill-collections/packs/metabolomics/nmr/skills/memory-mapped-file-selection-strategy Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Pathway ranking and prioritization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/nmr/skills/pathway-ranking-and-prioritization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Peaklist metabolite assignment prioritization
HolobiomicsLab/asb-skill-collections/packs/metabolomics/nmr/skills/peaklist-metabolite-assignment-prioritization Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
Sample prioritization through structural clustering
HolobiomicsLab/asb-skill-collections/packs/metabolomics/nmr/skills/sample-prioritization-through-structural-clustering Skill
15★ repoCurated, evidence-grounded skill and software-tool collections for scientific AI agents, generated by the AgenticScienceBuilder
alexander-danilenko/cortex-ai-skills/skills/spec-mining Skill
14★ repoOpinionated AI Coding Skills for AI coding agents
ngocsangyem/MeowKit/.claude/skills/autobuild Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/.claude/skills/confluence-spec-analyst Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/.claude/skills/plan-ceo-review Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/.claude/skills/plan-creator Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/.claude/skills/planning-engine Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/.claude/skills/validate-plan Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/.claude/skills/visual-plan Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/codex/root/.agents/skills/mk-confluence-spec-analyst Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/codex/root/.agents/skills/mk-plan-ceo-review Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/codex/root/.agents/skills/mk-plan-creator Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/codex/root/.agents/skills/mk-planning-engine Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/codex/root/.agents/skills/mk-validate-plan Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/codex/root/.agents/skills/mk-visual-plan Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/cursor/root/.cursor/skills/mk-confluence-spec-analyst Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/cursor/root/.cursor/skills/mk-plan-ceo-review Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/cursor/root/.cursor/skills/mk-plan-creator Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/cursor/root/.cursor/skills/mk-planning-engine Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/cursor/root/.cursor/skills/mk-validate-plan Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
ngocsangyem/MeowKit/packages/mewkit/src/migrate/modules/cursor/root/.cursor/skills/mk-visual-plan Skill
14★ repoProduction ready. AI Agent Workflow System for Claude Code
Shoebtamboli/rails_claude_skills/lib/generators/claude/skills_library/plan-feature Skill
14★ repoA Rails generator gem that scaffolds Claude AI skills and agents for any Rails project.
Z-M-Huang/vcp/plugins/dev-buddy/skills/dev-buddy-decompose Skill
14★ repoVibe Coding Protocal - Security-first protocol for AI-generated code, multiple standards with real-time enforcement and multi-AI pipeline orchestration
Z-M-Huang/vcp/plugins/dev-buddy/skills/dev-buddy-plan-lint Skill
14★ repoVibe Coding Protocal - Security-first protocol for AI-generated code, multiple standards with real-time enforcement and multi-AI pipeline orchestration
Z-M-Huang/vcp/plugins/vcp/skills/vcp-test-plan Skill
14★ repoVibe Coding Protocal - Security-first protocol for AI-generated code, multiple standards with real-time enforcement and multi-AI pipeline orchestration
techhorizonlabs/thl-open/skills/geo-proposal Skill
14★ repoAI-visibility engineering, the open way — a Claude Code GEO/AI-search audit suite, two original tools (agent-readiness-scan + audit-report-kit), and the THL method that ties them together.
Bounded orchestration contract
markoblogo/abvx-agent-skills/skills/bounded-orchestration-contract Skill
14★ repoReviewable capability layer for coding agents. Portable skills, delivery gates, workflow patterns, and verification-first engineering.
markoblogo/abvx-agent-skills/skills/brief-first-execution Skill
14★ repoReviewable capability layer for coding agents. Portable skills, delivery gates, workflow patterns, and verification-first engineering.
markoblogo/abvx-agent-skills/skills/filesystem-context-discipline Skill
14★ repoReviewable capability layer for coding agents. Portable skills, delivery gates, workflow patterns, and verification-first engineering.