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Agent Skills

Agent-Skills.md is a agent skills marketplace, to find the right agent skills for you.

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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.

kimasplund
kimasplund
21

chromadb-integration-skills

Universal ChromaDB integration patterns for semantic search, persistent storage, and pattern matching across all agent types. Use when agents need to store/search large datasets, build knowledge bases, perform semantic analysis, or maintain persistent memory across sessions.

kimasplund
kimasplund
21

agent-memory-skills

Self-improving agent architecture using ChromaDB for continuous learning, self-evaluation, and improvement storage. Agents maintain separate memory collections for learned patterns, performance metrics, and self-assessments without modifying their static .md configuration.

kimasplund
kimasplund
21

agent-creator

Comprehensive guide for creating high-quality specialized agents following v2 architecture patterns. Use this skill when users need to design and implement new agents, understand agent architecture, or learn best practices for agent creation.

kimasplund
kimasplund
21

tree-of-thoughts

Advanced recursive reasoning methodology for systematic problem-solving. Use when you need to explore multiple solution approaches in parallel, evaluate them rigorously, and recursively deepen the best path. Ideal for complex decisions with trade-offs, optimization problems, or strategic planning. Example: "Should we use microservices or monolith?" → Apply ToT to spawn 5+ architectural approaches, evaluate each systematically, recurse on the winner.

kimasplund
kimasplund
21

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.

kimasplund
kimasplund
21

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.

kimasplund
kimasplund
21

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.

kimasplund
kimasplund
21

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.

kimasplund
kimasplund
21

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.

kimasplund
kimasplund
21

negotiated-decision-framework

Multi-stakeholder coordination for decisions involving competing interests, different value systems, or organizational politics. Use when multiple parties must agree, when power dynamics affect decisions, or when consensus is required but perspectives diverge. Unlike DR (resolves conceptual tensions), NDF resolves stakeholder tensions.

kimasplund
kimasplund
21

integrated-reasoning

Meta-orchestration guide for choosing optimal reasoning patterns. Analyzes problem characteristics and recommends which cognitive methodology to use - tree-of-thoughts (find best), breadth-of-thought (explore all), self-reflecting-chain (sequential logic), or direct analysis. Use when facing complex problems and unsure which reasoning approach fits best.

kimasplund
kimasplund
21

integrated-reasoning-v2

Enhanced meta-orchestration for selecting and combining reasoning patterns. Now includes 9 methodologies (ToT, BoT, SRC, HE, AR, DR, AT, RTR, NDF) with weighted multi-dimensional selection, feedback loops, uncertainty propagation, and validated confidence aggregation. Use when facing complex problems requiring optimal reasoning strategy selection.

kimasplund
kimasplund
21

hypothesis-elimination

Systematic elimination reasoning for diagnosis and debugging. Use when you need to identify THE cause among many possibilities through evidence-based elimination. Ideal for production incidents, bug diagnosis, root cause analysis, and differential diagnosis. Unlike BoT (which explores), HE eliminates. Example: "Server is slow" → Generate 10 hypotheses, design discriminating tests, eliminate 9, confirm 1.

kimasplund
kimasplund
21

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.

kimasplund
kimasplund
21

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.

kimasplund
kimasplund
21

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?

kimasplund
kimasplund
21

adversarial-reasoning

Red-team thinking for robustness testing and edge case discovery. Use when you need to stress-test solutions, find vulnerabilities, anticipate failures, or challenge assumptions. Ideal for security review, system design validation, decision stress-testing, and pre-mortem analysis. Example: "We've designed an auth system" → Attack it from 10 angles before shipping.

kimasplund
kimasplund
21

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.

dobroslavradosavljevic
dobroslavradosavljevic
2

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。

drillan
drillan
2

telegram-bot-grammy

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pbnicad
pbnicad
2

template-skill

Replace with description of the skill and when Claude should use it.

jarmen423
jarmen423
2

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.

elct9620
elct9620
2

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.

elct9620
elct9620
2

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.

elct9620
elct9620
2

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.

elct9620
elct9620
2

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.

brigleb
brigleb
2

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.

brigleb
brigleb
2

wpds

Use when building UIs leveraging the WordPress Design System (WPDS) and its components, tokens, patterns, etc.

brigleb
brigleb
2

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.

brigleb
brigleb
2

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.

brigleb
brigleb
2

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.

brigleb
brigleb
2

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).

brigleb
brigleb
2

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.

brigleb
brigleb
2

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).

brigleb
brigleb
2

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.

brigleb
brigleb
2

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.

brigleb
brigleb
2

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.

brigleb
brigleb
2

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.

brigleb
brigleb
2

contract-maturity-issue-writer

Use when assessing a smart contract repository with code maturity criteria and converting concrete gaps into structured GitHub issues.

newmanxbt
newmanxbt
2

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".

newmanxbt
newmanxbt
2

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.

newmanxbt
newmanxbt
2

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.

skyeyoung
skyeyoung
2

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.

skyeyoung
skyeyoung
2

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.

lecion
lecion
21

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.

ai-dev-atelier
ai-dev-atelier
2

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.

ai-dev-atelier
ai-dev-atelier
2

code-review

Review code changes using CodeRabbit CLI - supports uncommitted files (task mode) or all PR files vs main branch (pr mode). Catches bugs, security issues, and code quality problems before committing or when reviewing pull requests. Use when: (1) Reviewing uncommitted changes before committing (task mode), (2) Reviewing all changed files in a PR against main branch (pr mode), (3) Working on subtasks and want to check progress, (4) Need feedback on work-in-progress code, (5) Preparing PR for merge, (6) When CodeRabbit review is needed, (7) For bug detection and security scanning, or (8) For automated code quality assessment. Triggers: review code, check code quality, review changes, code review, review PR, check for bugs, security scan, review uncommitted, finalize code, pre-commit review.

ai-dev-atelier
ai-dev-atelier
2

docs-check

Analyze git diff to identify code changes requiring documentation updates. Categorizes changes (database/schema, API endpoints, components, configuration, authentication) and suggests relevant documentation files to review. Use when: (1) After making code changes, (2) Before committing significant changes, (3) When adding new features or modifying APIs, (4) During PR preparation, (5) When working with database schemas, API routes, components, or configuration files, (6) To ensure documentation stays synchronized with code changes, (7) For documentation sync and maintenance, or (8) For pre-commit documentation checks. Triggers: check docs, docs check, documentation check, update docs, sync documentation, what docs need updating, check if docs are up to date, after code changes, before committing.

ai-dev-atelier
ai-dev-atelier
2

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.

ai-dev-atelier
ai-dev-atelier
2

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Adoption

Agent Skills are supported by leading AI development tools.

FAQ

Frequently asked questions about Agent Skills.

01

What are Agent Skills?

Agent Skills are reusable, production-ready capability packs for AI agents. Each skill lives in its own folder and is described by a SKILL.md file with metadata and instructions.

02

What does this agent-skills.md site do?

Agent Skills is a curated directory that indexes skill repositories and lets you browse, preview, and download skills in a consistent format.

03

Where are skills stored in a repo?

By default, the site scans the skills/ folder. You can also submit a URL that points directly to a specific skills folder.

04

What is required inside SKILL.md?

SKILL.md must include YAML frontmatter with at least name and description. The body contains the actual guidance and steps for the agent.

05

How can I submit a repo?

Click Submit in the header and paste a GitHub URL that points to a skills folder. We’ll parse it and add any valid skills to the directory.