Source index: publisher descriptions and repository signals, excluded from search indexing and advertising. Original Model VS analysis.

Model VS Skills Intelligence

Public Agent Skills catalogue

Valid public SKILL.md packages, grouped by purpose and ordered with observable repository signals. This page is a catalogue, not an evaluation or installation recommendation.

Current source snapshot

1,432 valid skills from 88 accepted public repositories across 8 categories. Updated . Source: GitHub public repositories.

Method: Only public repositories containing valid SKILL.md packages are included. Repository stars and forks show repository popularity, not skill quality; third-party scripts are never executed.

Limits: Package metadata does not establish security, maintenance, compatibility, or fitness for a particular use. Review source instructions before using a package.

Representative skills from this snapshot

brainstorming

Repository: obra/superpowers

You MUST use this before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

diagnosing-superpowers

Repository: obra/superpowers

Use when a superpowers session went wrong and your human partner wants to know why — repeated work, ignored plans, stumbles, poor results, a skill that didn't fire, "it took too long", "why is it so expensive", "what is it doing" — or wants to build a bug report for the superpowers maintainers, for the current session or a past one identified by id or path, on any harness.

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

dispatching-parallel-agents

Repository: obra/superpowers

Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

executing-plans

Repository: obra/superpowers

Use when executing an implementation plan in the current session as the implementer yourself — your human partner chose inline execution, or no subagent tool is available

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

finishing-a-development-branch

Repository: obra/superpowers

Use when implementation is complete, all tests pass, and you need to decide how to integrate the work

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

receiving-code-review

Repository: obra/superpowers

Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable - requires technical rigor and verification, not performative agreement or blind implementation

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

requesting-code-review

Repository: obra/superpowers

Use when completing tasks, implementing major features, or before merging to verify work meets requirements

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

subagent-driven-development

Repository: obra/superpowers

Use when executing implementation plans with independent tasks in the current session

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

systematic-debugging

Repository: obra/superpowers

Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

test-driven-development

Repository: obra/superpowers

Use when implementing any feature or bugfix, before writing implementation code

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

using-git-worktrees

Repository: obra/superpowers

Use when starting feature work that needs isolation from current workspace or before executing implementation plans - ensures an isolated workspace exists via native tools or git worktree fallback

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

using-superpowers

Repository: obra/superpowers

Use when starting any conversation - establishes how to find and use skills, requiring skill invocation before ANY response including clarifying questions

Repository signals: 288,953 stars; 25,848 forks. First indexed: .

Explore the interactive catalogue to filter all current entries by category and source metadata.