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Data & AI AI Skills

Discover Data & AI skills, compare source repositories and read the instructions for each workflow.

Categories: Data & AI

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GitHub

spec-review

teliha

Review specifications for completeness, clarity, testability, and quality. Use with --mode quick/standard/thorough to control review depth. Default is thorough (3 consecutive passes). (user)

GitHub

cicd-fix-expert

teliha

Analyze and fix CI/CD pipeline failures including build errors, test failures, and linting issues

GitHub

generate-spec-docs

teliha

Generate Japanese documentation from spec files. Use AUTOMATICALLY after writing or editing any file matching specs/**/*.md (excluding specs/**/docs/*). Also use when user says "generate spec docs", "spec docs"...

GitHub

generate-spec

teliha

Generate a specification file from user input/requirements. Use when user says "generate spec", "create spec", "write spec", "spec from requirements", or provides feature requirements and asks to create a spec....

GitHub

software-design-principles

audunstrand

Object-oriented design principles including object calisthenics, dependency inversion, fail-fast error handling, feature envy detection, and intention-revealing naming. Activates during code refactoring, design...

GitHub

independent-research

audunstrand

Research-driven investigation skill for validating solutions and exploring documentation. Never ask questions you can answer yourself through research. Use WebFetch, WebSearch, and testing to validate ideas bef...

GitHub

concise-output

audunstrand

Enforces brevity and signal-over-noise in all outputs. Eliminates verbose explanations, filler phrases, and unnecessary elaboration. Use when documentation, artifacts, or responses need to be maximally concise...

GitHub

questions-are-not-instructions

audunstrand

Ensures questions are answered literally before taking action. Triggers on user input containing '?' or patterns like 'why did you...?', 'will that work?', 'have you considered...?'. Use when user asks about yo...

GitHub

switch-persona

audunstrand

Quick persona switching. Triggers: 'switch persona', 'switch to X', 'become X'. Lists personas, reads selected file, switches immediately.

GitHub

lightweight-implementation-analysis-protocol

audunstrand

This skill should be used when fixing bugs, implementing features, debugging issues, or making code changes. Ensures understanding of code flow before implementation by: (1) Tracing execution path with specific...

GitHub

tdd-process

audunstrand

Strict test-driven development state machine with red-green-refactor cycles. Enforces test-first development, meaningful failures, minimum implementations, and full verification. Activates when user requests: '...

GitHub

observability-first-debugging

audunstrand

Systematic debugging methodology that eliminates guessing and speculation. Add instrumentation to gather specific data that fully explains the problem. Evidence before hypothesis. Observation before solution.

GitHub

data-visualization

audunstrand

Comprehensive data visualization skill covering visual execution and technical implementation. Includes perceptual foundations, chart selection, layout algorithms, and library guidance. Load on-demand when buil...

GitHub

lightweight-task-workflow

audunstrand

FOLLOW THE STATE MACHINE IN SKILL.MD. When user says 'continue': (1) FIRST: Run pwd, (2) Announce STATE: CHECK_STATUS, (3) Read .claude/session.md to check Status field, (4) Route based on Status. NEVER auto-ad...

GitHub

writing-tests

audunstrand

Principles for writing effective, maintainable tests. Covers naming conventions, assertion best practices, and comprehensive edge case checklists. Based on BugMagnet by Gojko Adzic.

GitHub

critical-peer-personality

audunstrand

Professional, skeptical communication style focused on critical thinking and coaching. Never over-enthusiastic, always verifies before agreeing, challenges ideas constructively. Use when you want a persona to a...

GitHub

create-tasks

audunstrand

Creates well-formed tasks following a template that engineers can implement. Use when creating tasks, defining work items, creating tasks from PRD, breaking down features, or converting requirements into action...

The default order uses GitHub repository stars from our indexed data. Stars belong to the source repository and may be shared by multiple skills. They indicate repository interest, not skill installs or an independent quality score.

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