API integration patterns for autonomous-dev including subprocess safety, GitHub CLI integration, retry logic, authentication, rate limiting, and timeout handling. Use when integrating external APIs or CLI tools.
EnglishDocumentation consistency enforcement - prevents drift between README.md and actual codebase state. Auto-activates when updating docs, committing changes, or working with skills/agents/commands.
EnglishOne topic, one home. Routes content to its canonical store (CLAUDE.md, PROJECT.md, MEMORY.md, docs/, memory/) and audits for duplication. TRIGGER when: auditing CLAUDE.md/PROJECT.md/MEMORY.md sizes, deduplicating docs, applying the content-allocation pattern to a new repo, running /align --content. DO NOT TRIGGER when: implementing features, writing tests, routine code edits, debugging.
EnglishStandardized library design patterns for autonomous-dev including two-tier design, progressive enhancement, non-blocking enhancements, and security-first architecture. Use when creating or refactoring Python libraries.
EnglishSemantic validation patterns for PROJECT.md alignment (GOALS, SCOPE, CONSTRAINTS,…
EnglishMulti-dimensional data assessment for training quality evaluation including IFD scoring, factuality, and reasoning validation. Use when scoring training data or evaluating dataset quality. TRIGGER when: quality scoring, data assessment, IFD, factuality, training data quality. DO NOT TRIGGER when: code quality, test coverage, documentation, non-data tasks.
English4-phase research methodology: codebase recon, targeted web search, deep source analysis, and evidence synthesis. Use when investigating patterns, evaluating libraries, or analyzing best practices. TRIGGER when: research, investigate, evaluate options, compare libraries. DO NOT TRIGGER when: implementation tasks, bug fixes, routine code changes.
EnglishScientific method for validating claims with pre-registration, power analysis, statistical rigor, and Bayesian methods. Use when testing hypotheses, running experiments, or validating claims from papers. TRIGGER when: validate, hypothesis, experiment, backtest, evidence, statistical test. DO NOT TRIGGER when: routine coding, config changes, documentation, non-experimental tasks.
EnglishGenAI-powered semantic validation - detects outdated docs, version mismatches, and architectural…
English디버깅 실패 시 자동 트리거되는 체계적 문제 해결 워크플로우. DEBUGGINGSTRATEGY.md 기반 Phase 0-3 디버깅 프로세스 자동화.
KoreanReact Native (Expo) 项目的 Git 和 GitHub 操作,包括分支管理、提交、推送、创建仓库、Pull Request、合并流程。当用户提到"git"、"github"、"提交"、"推送"、"分支"、"PR"、"合并"、"仓库"、"rebase"时使用此…
Chinese
AGENT SKILLS ATLASIncludes API Integration Patterns, Consistency Enforcement, Content Allocation, and other workflows.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLISupported by the Atlas install prompt. Skill-specific requirements vary.
Pack stats
What’s included
API Integration Patterns
API integration patterns for autonomous-dev including subprocess safety, GitHub CLI integration, retry logic, authentication, rate limiting, and timeout handling. Use when integrating external APIs or CLI tools.
Consistency Enforcement
Documentation consistency enforcement - prevents drift between README.md and actual codebase state. Auto-activates when updating docs, committing changes, or working with skills/agents/commands.
Content Allocation
One topic, one home. Routes content to its canonical store (CLAUDE.md, PROJECT.md, MEMORY.md, docs/, memory/) and audits for duplication. TRIGGER when: auditing CLAUDE.md/PROJECT.md/MEMORY.md sizes, deduplicating docs, applying the content-allocation pattern to a new repo, running /align --content. DO NOT TRIGGER when: implementing features, writing tests, routine code edits, debugging.
Library Design Patterns
Standardized library design patterns for autonomous-dev including two-tier design, progressive enhancement, non-blocking enhancements, and security-first architecture. Use when creating or refactoring Python libraries.
Project Alignment Validation
Semantic validation patterns for PROJECT.md alignment (GOALS, SCOPE, CONSTRAINTS, ARCHITECTURE)
Quality Scoring
Multi-dimensional data assessment for training quality evaluation including IFD scoring, factuality, and reasoning validation. Use when scoring training data or evaluating dataset quality. TRIGGER when: quality scoring, data assessment, IFD, factuality, training data quality. DO NOT TRIGGER when: code quality, test coverage, documentation, non-data tasks.
Research Patterns
4-phase research methodology: codebase recon, targeted web search, deep source analysis, and evidence synthesis. Use when investigating patterns, evaluating libraries, or analyzing best practices. TRIGGER when: research, investigate, evaluate options, compare libraries. DO NOT TRIGGER when: implementation tasks, bug fixes, routine code changes.
Scientific Validation
Scientific method for validating claims with pre-registration, power analysis, statistical rigor, and Bayesian methods. Use when testing hypotheses, running experiments, or validating claims from papers. TRIGGER when: validate, hypothesis, experiment, backtest, evidence, statistical test. DO NOT TRIGGER when: routine coding, config changes, documentation, non-experimental tasks.
Semantic Validation
GenAI-powered semantic validation - detects outdated docs, version mismatches, and architectural drift
Debugging Workflow
디버깅 실패 시 자동 트리거되는 체계적 문제 해결 워크플로우. DEBUGGINGSTRATEGY.md 기반 Phase 0-3 디버깅 프로세스 자동화.
Git GitHub
React Native (Expo) 项目的 Git 和 GitHub 操作,包括分支管理、提交、推送、创建仓库、Pull Request、合并流程。当用户提到"git"、"github"、"提交"、"推送"、"分支"、"PR"、"合并"、"仓库"、"rebase"时使用此 skill。
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After installation, start with a request like:
Use the API Integration Patterns skill to help with my task.
Ask me for the context you need before getting started.Requirements & license
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