benchmark-framework
Rigorous A/B/C testing framework for empirically evaluating reasoning patterns. Use when you need data-driven pattern selection, want to quantify trade-offs between patterns, or need to validate claims about which cognitive methodology performs best. Enables scientific measurement of quality, cost, and time trade-offs across ToT, BoT, SRC, HE, AR, DR, AT, RTR, and NDF patterns.
rapid-triage-reasoning
Fast decision-making methodology for time-critical situations. Use when you have minutes (not hours) to decide, during incidents, emergencies, or hard deadlines. Optimizes for "good enough now" over "perfect later". Unlike other patterns that maximize quality, RTR maximizes decision speed while maintaining acceptable quality floors.
reasoning-handover-protocol
Protocol for cognitive pattern handovers during complex reasoning sessions. Defines .reasoning/ directory structure, handover schemas, and IR-v2 orchestration integration. Use when reasoning sessions require mid-stream pattern transitions, parallel branch merging, state checkpointing, or multi-pattern orchestration. Essential for complex problems where ToT, BoT, HE, or other patterns must hand off work to each other.
self-reflecting-chain
Sequential reasoning with deep self-reflection and backtracking. Use when problems have step-by-step dependencies, need careful logical reasoning, or require error correction. Each step includes self-reflection, and incorrect steps trigger backtracking. Ideal for debugging, mathematical proofs, sequential planning, or causal analysis where order matters.
security-analysis-skills
Comprehensive security analysis framework teaching STRIDE threat modeling, OWASP Top 10 vulnerabilities, CVSS risk scoring, and secure coding patterns. Use when conducting security assessments, code reviews, threat modeling, or implementing security controls. Applicable to all development work requiring security consideration.
skill-creator
Guide for creating effective skills. This skill should be used when users want to create a new skill (or update an existing skill) that extends Claude's capabilities with specialized knowledge, workflows, or tool integrations.
analogical-transfer
Cross-domain reasoning for novel problems through structured analogy. Use when facing unprecedented problems where the best approach is finding similar solved problems in other domains. Unlike BoT (explores options), AT finds parallels. Example: "Design a new marketplace" → What can we learn from malls, stock exchanges, auctions, dating apps?
ralph-loop-integration
Persistent iteration wrapper for cognitive reasoning patterns using ralph-loop's Stop hook mechanism. Use when high confidence (>90%) is required, complex multi-pattern orchestration needs iterative refinement, self-correcting analysis is needed, or long-running tasks require checkpointed persistence. Wraps IR-v2 patterns in completion promise-gated loops.
parallel-execution
Parallel execution patterns for cognitive reasoning tasks. Use when independent sub-problems can be solved simultaneously, multiple solution approaches need exploration, ensemble confidence is required, or time permits depth without sequential constraints. Integrates with ToT, BoT, HE, and AT for accelerated reasoning with fan-out/fan-in, MCTS-style search, and MoA aggregation patterns.
breadth-of-thought
Exhaustive solution space exploration methodology. Use when solution space is unknown, you need multiple viable options (not just one best), or can't afford to miss alternatives. Explores 8-10 approaches in parallel at each level, prunes conservatively (keep above 40% confidence), returns 3-5 viable solutions. Example - data pipeline options - Apply BoT to explore all architectures exhaustively.
confidence-check-skills
Pre-implementation validation framework requiring ≥90% confidence before coding. Prevents wrong-direction work by assessing duplicates, architecture alignment, documentation, OSS references, and root cause understanding. Use before implementing features, fixes, or refactoring to save 5K-50K tokens per prevented error.
document-writing-skills
Teaches document writing patterns and templates that agents apply when generating documentation, reports, contracts, guides, and technical writing. Use when creating API docs, user guides, reports, changelogs, ADRs, or technical documentation.
error-handling-skills
Universal error handling, exception management, and logging best practices for all development agents across JavaScript/TypeScript, Python, Rust, Go, and Java. Use when implementing error handling, exception management, logging, error recovery, or debugging production issues.
git-workflow-skills
Provides standardized Git workflows, commit message conventions, branching strategies, and collaboration patterns for all agents performing Git operations. Use when creating commits, choosing branching strategies, creating PRs, performing git operations (merge vs rebase), or handling git collaboration workflows.
npname
Validate npm package names and check availability on the registry. Use when creating new npm packages, suggesting package names, or validating package naming conventions.
headed-fetcher
ボット対策で保護されたページをPlaywrightのheadedブラウザで取得します。WebFetchが403エラーを返す場合や、Cloudflareチャレンジが表示される場合に使用してください。
telegram-bot-grammy
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template-skill
Replace with description of the skill and when Claude should use it.
spec-framework
Structure specifications using the three-layer framework (Intent, Design, Consistency) with boundary types and implementation standards. Use when organizing spec content into layers or selecting elements.
spec-methodology
Write and improve specifications using progressive approach (Intent, Scope, Behavior, Refinement). Use when creating new specs, improving existing ones, or handling uncertainty and content splitting.
spec-principles
Apply core specification principles: IS/IS-NOT distinction, constrain-design-open-implementation, and anti-pattern detection. Use when creating, reviewing, or evaluating any specification document.
spec-quality
Assess specification quality using 11-item rubric, balance check, and common problems table. Use when reviewing specs before implementation or verifying quality gates.
daily-report
Team roster, identity detection, and reporting rules for daily work summaries and briefings. Covers data sources (Basecamp, GitHub, Notion, Harvest, Gmail), output formatting, and cross-referencing logic.
web-ready-media
Process a folder of media (photos, videos, audio) into web-optimized assets. Creates a web-ready/ subfolder with everything converted, resized, and sensibly named. Preserves descriptive filenames (slugified) and uses vision to name generic/camera files. Use when you need to prepare raw media for the web.
wp-abilities-api
Use when working with the WordPress Abilities API (wp_register_ability, wp_register_ability_category, /wp-json/wp-abilities/v1/*, @wordpress/abilities) including defining abilities, categories, meta, REST exposure, and permissions checks for clients.
wp-block-development
Use when developing WordPress (Gutenberg) blocks: block.json metadata, register_block_type(_from_metadata), attributes/serialization, supports, dynamic rendering (render.php/render_callback), deprecations/migrations, viewScript vs viewScriptModule, and @wordpress/scripts/@wordpress/create-block build and test workflows.
wp-block-themes
Use when developing WordPress block themes: theme.json (global settings/styles), templates and template parts, patterns, style variations, and Site Editor troubleshooting (style hierarchy, overrides, caching).
wpds
Use when building UIs leveraging the WordPress Design System (WPDS) and its components, tokens, patterns, etc.
wp-wpcli-and-ops
Use when working with WP-CLI (wp) for WordPress operations: safe search-replace, db export/import, plugin/theme/user/content management, cron, cache flushing, multisite, and scripting/automation with wp-cli.yml.
wp-rest-api
Use when building, extending, or debugging WordPress REST API endpoints/routes: register_rest_route, WP_REST_Controller/controller classes, schema/argument validation, permission_callback/authentication, response shaping, register_rest_field/register_meta, or exposing CPTs/taxonomies via show_in_rest.
wp-project-triage
Use when you need a deterministic inspection of a WordPress repository (plugin/theme/block theme/WP core/Gutenberg/full site) including tooling/tests/version hints, and a structured JSON report to guide workflows and guardrails.
wp-plugin-development
Use when developing WordPress plugins: architecture and hooks, activation/deactivation/uninstall, admin UI and Settings API, data storage, cron/tasks, security (nonces/capabilities/sanitization/escaping), and release packaging.
wp-interactivity-api
Use when building or debugging WordPress Interactivity API features (data-wp-* directives, @wordpress/interactivity store/state/actions, block viewScriptModule integration, wp_interactivity_*()) including performance, hydration, and directive behavior.
wp-performance
Use when investigating or improving WordPress performance (backend-only agent): profiling and measurement (WP-CLI profile/doctor, Server-Timing, Query Monitor via REST headers), database/query optimization, autoloaded options, object caching, cron, HTTP API calls, and safe verification.
wp-playground
Use for WordPress Playground workflows: fast disposable WP instances in the browser or locally via @wp-playground/cli (server, run-blueprint, build-snapshot), auto-mounting plugins/themes, switching WP/PHP versions, blueprints, and debugging (Xdebug).
x-content-optimizer
Audit and optimize tweets, X articles, and threads for X's recommendation algorithm. Use when user wants to review content before posting, improve engagement potential, or get algorithm-friendly suggestions. Triggers on /x-content-optimizer or requests to "review tweet", "optimize for X algorithm", "audit my post", or "improve engagement".
contract-maturity-issue-writer
Use when assessing a smart contract repository with code maturity criteria and converting concrete gaps into structured GitHub issues.
audit-report-generator
Generate professional PDF audit reports from markdown findings. Use when converting security audit findings to formal PDF reports, creating audit deliverables, or formatting vulnerability assessments. Triggers on requests to "generate audit report", "create PDF report", "format findings as PDF", or any audit report generation task.
apisix-dev
Guide APISIX Development environment setup and run tests. Trigger when user mentions "APISIX test", "run APISIX tests", "APISIX testing", "setup APISIX test environment", "TEST::NGINX", "prove test", "APISIX CI", "test-nginx", "APISIX development environment", "APISIX deployment mode", "config_provider yaml", "apisix.yaml", "standalone mode", "data_plane role", or asks about running specific APISIX test files.
apisix-adc
Use ADC (APISIX Declarative CLI) to manage all Apache APISIX resources. Trigger when user mentions "APISIX", "manage APISIX", "configure APISIX", "APISIX route", "APISIX service", "APISIX upstream", "APISIX consumer", "APISIX plugin", "APISIX SSL", "APISIX gateway", "global rules", "install adc", "adc ping", "adc sync", "adc diff", "adc dump", "adc lint", "create route", "add consumer", "configure upstream", "rate limiting", "API authentication", "API gateway", or any APISIX/ADC configuration task.
github-kb
Explore, research, and learn GitHub open source projects. Use when users want to understand implementation details, technical solutions, or track trending repositories. Clone repos and analyze source code based on user questions. Manage a local knowledge base with CLAUDE.md index.
docs-write
Write or update documentation (tutorial, how-to, reference, explanation) with clear style, structure, visuals, API/ADR/runbook patterns. Use when: (1) Creating or updating docs after code changes, (2) During PR preparation or addressing review feedback, (3) Adding new features that need documentation, (4) Updating API endpoints, database schemas, or configuration, (5) Creating ADRs or runbooks, (6) Adding or updating diagrams and visual documentation, (7) When documentation needs to be written or revised, (8) For tutorial creation, how-to guides, or technical writing, or (9) For documentation standards compliance and structure. Triggers: write docs, update documentation, create documentation, write tutorial, document API, write ADR, create runbook, add documentation, document this, write how-to.
git-commit
Write clear git commits with Conventional Commits format. Detects project conventions from history and config. Guides commit granularity. Use when: (1) Completing working code, (2) Code builds and tests pass, (3) Ready to save, (4) Before pushing, (5) After review feedback. Triggers: automatically when finishing commitable work that builds and passes tests.
image-generation
Generate, edit, and upscale AI images. Use when creating visual assets for apps, websites, or documentation. FREE Cloudflare tier for iterate generation (~96/day), Fal.ai for paid tiers. Four quality tiers (iterate/default/premium/max). Supports text specialists, multi-ref editing, SVG, background removal. Triggers: generate image, create image, edit image, upscale, logo, picture of, remove background.
research
Conduct comprehensive academic research using OpenAlex, PDF extraction, paper search MCPs, and web search. Always produces comprehensive reports with 5+ evidence cards covering conflicting ideas and best approaches. Integrates academic papers (high weight) and non-academic sources (blogs, docs - lower weight but valuable for SOTA). Use when: (1) Researching software architecture patterns, (2) Finding academic papers on technical topics, (3) Conducting literature reviews, (4) Analyzing research papers for evidence-based decisions, (5) Building evidence cards from papers, (6) Finding related works and citations, or (7) When you need grounded, paper-backed technical recommendations. Triggers: research, find papers, literature review, evidence-based, academic research, compare approaches, what does research say, find studies on, search for papers about.
resolve-pr-comments
Resolve bot review comments (CodeRabbit, Copilot, Gemini) on GitHub PRs using subagents. Use when: (1) User asks to 'review PR comments' or 'resolve PR comments', (2) User says 'work through PR N comments' or 'handle bot comments', (3) Need to triage CodeRabbit/Copilot/Gemini review comments, (4) Processing PR feedback at scale, (5) Want to see what's already fixed vs still pending. NOT for: creating PRs, reviewing code yourself, writing new reviews. Triggers: review PR comments, resolve PR comments, work through PR comments, handle bot comments, process CodeRabbit comments, triage PR feedback, fix PR review issues, resolve bot comments, pr comment resolver.
search
Search the web, library documentation, and GitHub repositories using Tavily, Context7, GitHub Grep, Exa fallback, and Z.AI Web Search Prime MCP fallback. Use when: (1) Looking up documentation for libraries or frameworks, (2) Searching for code examples or tutorials, (3) Finding API references or specifications, (4) Researching best practices or solutions, (5) Looking up error messages or troubleshooting guides, (6) Finding library installation instructions, (7) Searching for real-world code patterns in GitHub repositories, or (8) When you need current web information or documentation. Triggers: search, look up, find documentation, search web, lookup, find examples, search for, how to, tutorial, API reference, documentation for, error message, troubleshoot, best practices, find code examples, GitHub search.
tdd
Strict Red-Green-Refactor workflow for robust, self-documenting code. Discovers project test setup via codebase exploration before assuming frameworks. Use when: (1) Implementing new features with test-first approach, (2) Fixing bugs with reproduction tests, (3) Refactoring existing code with test safety net, (4) Adding tests to legacy code, (5) Ensuring code quality before committing, (6) When tests exist but workflow unclear, or (7) When establishing testing practices in a new project. Triggers: test, tdd, red-green-refactor, failing test, test first, test-driven, write tests, add tests, run tests.
code-quality
Run comprehensive code quality checks including TypeScript typecheck, ESLint linting, Prettier formatting, and Markdown validation. Auto-fixes formatting issues in agent mode or provides read-only checks for CI pipelines. Use when: (1) Before committing code changes, (2) In CI/CD pipelines for automated quality gates, (3) After making significant code changes, (4) When preparing code for review, (5) When ensuring code meets quality standards, (6) For type checking, linting, formatting, and markdown validation, (7) In pre-commit hooks, or (8) For automated quality gates before merging. Triggers: finalize, code quality, typecheck, lint, format, check code, quality check, run checks, pre-commit, before commit, CI checks, validate code.
use-graphite
Manage stacked PRs with Graphite CLI (gt) instead of git push/gh pr create. Auto-detects Graphite repos and blocks conflicting commands with helpful alternatives. Use when: (1) About to run git push or gh pr create in a Graphite repo, (2) Creating a new branch for a feature, (3) Submitting code for review, (4) Large changes that should be split into reviewable chunks, (5) Hook blocks your git command and suggests gt equivalent. NOT for: repos not initialized with Graphite, git add/commit/status/log. Triggers: git push blocked, gh pr create blocked, create branch, submit PR, stacked PRs, split large PR, gt create, gt submit, graphite workflow.
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