acquire-codebase-knowledge
verifiedGuides an agent to map, document, and onboard into an existing codebase by running a scan script, investigating project artifacts, and popu…
442 skills, each one scanned for risk and scored by a jury of two or three models. Scores are valid for 30 days; after that a page marks them expired until the catalog is rebuilt.
442 of 442 shown · catalog 2026.10.04.1
Guides an agent to map, document, and onboard into an existing codebase by running a scan script, investigating project artifacts, and popu…
Add restrained mouse-driven orbit and parallax depth to a Three.js hero by damping one pointer target and splitting it across camera…
Analyze an existing web application, identify safe user-visible capabilities across routes, forms, server actions, handlers, and schemas,…
This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly…
Refactor bloated AGENTS.md, CLAUDE.md, or similar agent instruction files to follow progressive disclosure principles. Splits monolithic…
Neutral arbiter for resolving git merge conflicts between two agents' branches using stated intents to guide impartial resolution.
Build, debug, or review Cloudflare Agents SDK applications using the agents package.
Upgrades, or migrates, an Android project to use Android Gradle Plugin (AGP) version 9. Do not use this skill for migrating Kotlin…
Expert in designing and building autonomous AI agents with tool use, memory systems, planning strategies, and multi-agent orchestration.
Use when building or reviewing WordPress plugin or theme features that call an LLM or AI provider: chatbots, content generation,…
Comprehensive AI prompt engineering safety review and improvement prompt. Analyzes prompts for safety, bias, security vulnerabilities, and…
Answer questions about the AI SDK and help build AI-powered features. Use when developers: (1) Ask about AI SDK functions like…
Scans .NET code for ~50 performance anti-patterns across async, memory, strings, collections, LINQ, regex, serialization, and I/O with…
Android native application development and UI design guide. Covers Material Design 3, Kotlin/Compose development, project configuration,…
Generates Angular 17+ standalone components, configures routing with lazy loading and guards, implements NgRx state management, applies RxJ…
Build an animation from scratch, making the decisions in the order that determines whether it feels right — should it animate at all, what…
Build animations in React Native and Expo, making the decisions in the order that determines whether they feel right — should it animate,…
Anthony Fu's opinionated tooling and conventions for JavaScript/TypeScript projects. Use when setting up new projects, configuring…
3-pass scope oscillation that holds a question constant while shifting zoom — narrow/tactical, wide/strategic, then synthesis — to surface…
Guidelines for designing stable APIs and interfaces, covering contracts, error handling, validation, versioning, and TypeScript patterns.
Cross-references C# Web API controllers/DTOs against their TypeScript/JavaScript consumers (React, Angular, Vue, Svelte, Node.js, or…
Comprehensive REST API design review with automated linting, breaking-change detection, and design scorecards. Catches inconsistent…
Provides detailed guidance and templates for designing REST/GraphQL APIs with OpenAPI 3.1, including resource modeling, endpoint design, er…
Use when the user asks to generate API tests, create integration test suites, test REST endpoints, or build contract tests.
Apple's approach to interface design and fluid, physical motion, translated for the web. Use when building or reviewing gesture-driven UI,…
Use only when creating new registrable ML components that require Factory or Registry patterns.
Guides a coding agent in designing system architecture, creating ADRs, evaluating patterns, and documenting technology trade-offs.
Implement proven backend architecture patterns including Clean Architecture, Hexagonal Architecture, and Domain-Driven Design. Use this…
Design and implement Arduino integration with Azure IoT Hub and IoT Edge, including secure provisioning, resilient telemetry, command…
Static visual content across 20+ formats — diagrams, mermaid, infographics, D3 dashboards, comics, icons, wallpaper — via Nano Banana Pro…
Convert an article, tutorial, or prompt pack into focused reusable AgentSkills, one independent capability per skill, with portable…
Helps an agent turn vague goals into tracked decision tickets, working one per session via issue tracker, then hands off a mission brief.
Guide to Sonner, the React toast library — install and wire up the Toaster, pick the right toast() call, promise and loading toasts,…
Generate visual assets from text prompts: PNG images (Gemini / xAI Grok, or local Qwen-Image when installed), GLB 3D models (Tripo CLI),…
Run technical quality checks across accessibility, performance, theming, responsive design, and anti-patterns. Generates a scored report…
Audit websites, apps, screenshots, mockups, and design code for harmful AI-design clichés, generic generated defaults, and established UI…
Audit work, verify claims with concrete evidence, and explain the result in simple grade-5 language. Use when the user asks to review,…
Auth0 MCP Server: Manage Auth0 applications, APIs, actions, logs, and forms using natural language
Audit and rewrite prose so it stops reading as machine-generated. Use this skill when asked to remove AI-isms, clean up AI writing, edit a…
Configure Azure API Management as an AI Gateway for AI models, MCP tools, and agents. WHEN: semantic caching, token limit, content safety,…
End-to-end orchestrator: from a business idea, app idea, or existing app to running Azure deployment with cost estimates and pre-deploy…
Azure Storage Services including Blob Storage, File Shares, Queue Storage, Table Storage, and Data Lake. Answers questions about storage…
Create API handoff documentation for frontend developers. Use when backend work is complete and needs to be documented for frontend…
Diagnose failed or underperforming backtests, locate the root cause, and fix the issue
Defines adaptive operational modes (Brainstorm, Implement, Debug, Review, Teach, Ship) to optimize AI behavior and output style.
Skill for Graph Query Language (GQL) or SQL/PGQ queries against a property graph. Includes path finding, multi-hop traversal, topological…
Audits any AI instruction set for over-prompting using the core test — would a smarter model make this rule unnecessary? Applies Five…
Research a topic to support a decision, three ways: draft a research prompt for the user to run in their own tool (ChatGPT, Gemini, Grok,…
Runs one or more installed review lenses — adversarial critique, edge cases, verification gaps, structure, prose — and reports triaged…
Create and manage tickets — initiatives, epics, stories, bugs. Use when the user says "create a new initiative", "slice this initiative",…
Design experiments to test assumptions for an existing product — prototypes, A/B tests, spikes, and other low-effort validation methods.…
Turns a rough idea into an approved design through focused questions and trade-offs before any code is written.
Prompt for creating the high-level technical architecture for an Epic, based on a Product Requirements Document.
Parallel read-only multi-agent root-cause investigation for bugs, regressions, crashes, flaky behavior, or unexplained failures. Use when…
Turn a vague, intermittent, or environment-specific bug report into a minimal evidence-backed reproduction before proposing a fix.
Design, implement, backfill, audit, and release in-game changelogs with contiguous versioning, deployment provenance, menu-state…
Build, extend, or audit production-linked browser map editors for Three.js and isometric games. Use when Codex needs to create a private…
This skill should be used when the user wants to build an "MCP app", add "interactive UI" or "widgets" to an MCP server, "render…
This skill should be used when the user asks to "build an MCP server", "create an MCP", "make an MCP integration", "wrap an API for…
Diagnose and fix under-parallelized MSBuild builds. USE WHEN a multi-project solution build is slower than expected, doesn't speed up when…
Reveal Three.js geometry with an expanding world-space scan whose wire cage leads the solid surface, then burns away. Use for wireframe…
Token-efficient database MCP server for PostgreSQL, MySQL, MariaDB, SQL Server, Oracle, SQLite
Runs Cantera homogeneous chemical reactors and evaluates ignition delay with mechanism provenance, conservation checks, and numerical…
Write a Conventional Commits message compressed to intent only. Use for "write a commit", "commit message", /commit or /caveman-commit.
Read-only repository explorer for cold-start orientation, broad cross-file localization, or when a direct search failed. Skip it when the…
Compressed code review - one line per finding with location, problem and fix. Use for /caveman-review, "review this PR", or "review the…
Develop independent competing solutions to a defined brief, compare them, and synthesize a winning approach. Use when choosing well…
Explore vague or ambitious ideas into a right-sized requirements-only unified plan. Use when the user wants to brainstorm or scope what to…
Create a git commit with a clear, value-communicating message. Use when the user asks to commit/save staged or unstaged changes with a…
Commit, push, and open a PR. Use when asked to ship/open a PR, or for PR-description-only flows like writing, rewriting, or describing a…
Diagnosis loop for bugs and failing behavior. Use when asked to debug or fix failing or slow behavior.
Create a session handoff for another agent, or resume, find, and read any user-selected continuity source. Use when work or conversation…
Generate and evaluate grounded ideas. Use when the user wants ideas, improvements, or surprising directions before choosing one to…
Polish a working feature through user-directed live browser feedback. Use when a functional feature needs focused UX refinement before…
Judge PR feedback centrally, apply valid fixes, and complete review conversations with publication verified. Use when addressing feedback…
Sweep configured feedback sources (Slack, GitHub Issues; email experimental) for new items: acknowledge at source, analyze recordings,…
Run browser tests for pages affected by the current branch or PR. Use when asked to run or check browser tests for the current change.
Set up isolated git worktrees — create a new branch for fresh work, or attach a worktree to an existing branch, PR, or commit. Use when…
Structure prediction for protein, nucleic-acid, and small-molecule complexes with the Chai-1 foundation model (Chai Discovery 2024,…
Use this skill when you need to consult another agent, ask for help, or involve a specific agent the user asked for.
Automates CI/CD pipeline setup. Use when setting up or modifying build and deployment pipelines. Use when you need to automate quality…
Generate pragmatic CI/CD pipelines from detected project stack signals — fast baseline generation, repeatable checks, environment-aware…
Create cinematic scroll-driven landing pages with Lenis smooth scrolling, GSAP ScrollTrigger, scroll-linked progression, staggered text…
Improve unclear UX copy, error messages, microcopy, labels, and instructions to make interfaces easier to understand. Use when the user…
Scans codebase or changes for security issues using Claude Security, can suggest patches, and reports findings.
Agent-native CLI for Godot project management, scenes, exports, and script execution.
Provides a comprehensive framework for designing, migrating, optimizing, and securing multi‑cloud architectures across AWS, Azure, and GCP,…
Generates, formats, and validates technical documentation — including docstrings, OpenAPI/Swagger specs, JSDoc annotations, doc portals,…
Performs multi-axis code review covering correctness, readability, architecture, security, and performance before merging changes.
Expert code review of current git changes with a senior engineer lens. Detects SOLID violations, security risks, and proposes actionable…
Provides a process for simplifying code while preserving behavior, improving readability and maintainability.
Shared vocabulary for designing deep modules. Use when the user wants to design or improve a module's interface, find deepening…
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Generate or edit artwork with built-in Codex image gen, especially transparent PNG ornaments, game sprites, emblems, and UI graphics. Use…
Analyzes git diffs or staged changes and generates narrative commit messages that explain WHY a change was made, not just what changed —…
React composition patterns that scale: compound components, slots and state lifting done right.
Creates a project‑wide quality bar by interviewing the user, writing CONSTRAINTS.md, installing required tools, and wiring checks into the …
Optimizes agent context setup. Use when starting a new session, when agent output quality degrades, when switching between tasks, or when…
Fetches current, version-specific library docs into context so generated code matches today's APIs.
Create Git branches following the Conventional Branch specification (feature/, bugfix/, hotfix/, release/, chore/). Use when creating a…
Converts Excel (.xlsx) workbooks into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from. Use…
Converts PDF (.pdf) documents into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from. Use…
Converts Word (.docx) documents into Markdown so their contents can be accurately analyzed, summarized, searched, or extracted from. Use…
Writes, optimizes, and debugs C++20/23 applications using modern features, template metaprogramming, and high-performance techniques.
Create Spring Boot Java Project Skeleton
Get best practices for C# async programming
Safely refactors C#/.NET code without changing behavior. USE FOR any request to refactor, rename, move, extract, inline, merge,…
Comprehensive Git MCP server enabling native git tools including clone, commit, worktree, & more.
Agent-native TypeScript framework for MCP servers.
Darwin Skill 2.0 (达尔文.skill 2.0): autonomous skill optimizer, v2.0 integrates Microsoft Research SkillLens (arXiv 2605.23899) 9-dim rubric…
Provides guidance for building scalable data pipelines, warehouses, and streaming architectures using Spark, dbt, Airflow, and cloud data p…
Use when the user asks to design database schemas, plan data migrations, optimize queries, choose between SQL and NoSQL, or model data…
Optimizes database queries and improves performance across PostgreSQL and MySQL systems.
Design robust, scalable database schemas for SQL and NoSQL databases. Provides normalization guidelines, indexing strategies, migration…
Prepare, format, and validate datasets for supervised fine-tuning and preference training. Use when converting raw data into training…
Run comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and…
Create and manage a DDD bounded context with standard directory structure. Use when starting a new subdomain, splitting a monolith into…
Generate a structured demo outline from your session's change log and git history. Reads .claude/critical_log_changes.csv and git log to…
Provides a systematic debugging and error recovery process for coding agents to reproduce, localize, fix, and guard against bugs.
Master systematic debugging techniques, profiling tools, and root cause analysis to efficiently track down bugs across any codebase or…
Provides systematic debugging workflow: reproduce, isolate, hypothesize, fix, prevent; with language-specific tools and patterns.
Explore a codebase to find opportunities for architectural improvement, focusing on making the codebase more testable by deepening shallow…
Use when you have a task and must decide WHO does it — yourself, a spawned subagent, or another agent in the topology that already holds…
Use when a plugin or theme bundles a third-party PHP or JavaScript library, enqueues an asset from a CDN, fetches or executes code at…
Smart dependency management for any language. Auto-detects project type, applies safe updates automatically, prompts for major versions,…
Design multi-stage CI/CD pipelines with approval gates, security checks, and deployment orchestration. Use this skill when designing…
Manages deprecation and migration. Use when removing old systems, APIs, or features. Use when migrating users from one implementation to…
Audit a design against Dieter Rams' ten "Good design is..." principles, then hand off a /make-plan prompt for one of three outcomes — new…
Extract design systems from reference UI images and generate implementation-ready UI design prompts. Use when users provide UI…
Create and evolve design systems with design tokens, component architecture, accessibility guidelines, and documentation templates.…
Anti-slop frontend skill for landing pages, portfolios, and redesigns. The agent reads the brief, infers the right design direction, and…
Diagnosis loop for hard bugs and performance regressions. Use when the user says "diagnose"/"debug this", or reports something…
Security-focused review of each diff: blast radius, callers, test coverage and a written report.
Guide for organizing MSBuild infrastructure with Directory.Build.props, Directory.Build.targets, Directory.Packages.props, and…
Skill for dispatching multiple AI agents in parallel to handle independent tasks, with guidance on scoping, prompting, and integration.
Provides detailed guidance and code snippets for building Django 5.0 apps and DRF APIs, covering models, serializers, viewsets, auth, tests…
Master Django 5.x with async views, DRF, Celery, and Django Channels. Build scalable web applications with proper architecture, testing,…
Read any common document/data file — PDF, Word (.docx), Excel (.xlsx/.xls), PowerPoint (.pptx), images (OCR), CSV/TSV, plain text,…
Convert PDFs and other documents to structured formats via Docling, for AI applications.
Records decisions and documentation. Use when you need to document an architecture decision (ADR) or the reasoning behind a design choice,…
Creates and edits Word documents with tracked changes, comments and clean formatting.
Guides building .NET 8 applications with minimal APIs, clean architecture, and cloud-native microservices using EF Core, MediatR, and JWT a…
Subjects every non-trivial decision to a fresh-context adversarial review before it stands. Use when you want every assumption…
Generate realistic dummy datasets for testing with customizable columns, constraints, and output formats (CSV, JSON, SQL, Python script).…
Build, debug, or review Cloudflare Durable Objects code for persistent state and coordination.
Orchestrates large independent task fan-outs with deterministic pre-processing, LLM judgment per unit, adversarial verification, and multi-…
Write, review, and debug agent skills. Use when creating or editing SKILL.md files, improving skill structure, or diagnosing invocation…
Use when running Claude Fable on codebase-heavy or token-heavy work and the user wants Fable to orchestrate research, coding, and testing…
This skill encodes Emil Kowalski's philosophy on UI polish, component design, animation decisions, and the invisible details that make…
Decide whether an AI/LLM/agent/retrieval system needs an eval, where it fits in the dev process, which one to run, and how to read the…
Build the evaluation harness that gates every fine-tuning run — golden sets, per-failure-mode graders, judge calibration, and base-model…
Assertion-first AI eval framework aligned to Anthropic's 'Demystifying evals for AI agents' — typed deterministic asserts + a…
This skill should be used when building agent evaluation systems: deterministic checks, regression suites, multi-dimensional rubrics,…
Score, embed, and generate DNA sequences with Evo 2, a long-context genomic foundation model. Use this skill when: (1) Computing…
Generate a 1-2 page executive summary for a feature — orients sales, leadership, and engineering from a single document.
Detects duplicate boilerplate, copy-paste tests, and structural maintainability issues across .NET test suites. Use when the user asks to…
Performs bounded, local exploratory analysis of explicitly supported scientific files. Supports redacted CSV/TSV/JSON profiles; optional…
Factor research framework with IC/IR analysis, quantile backtesting, and factor combination. Suitable for cross-sectional factor…
Experimental workflow for babysitting one explicitly authorized pull or merge request. Use to monitor its live review state and checks,…
Experimental workflow for collecting and triaging product feedback, product telemetry, runtime errors, and issue reports. Use when…
Plan and build production-ready FastAPI endpoints with async SQLAlchemy, Pydantic v2 models, dependency injection for auth, and pytest…
Expert skill for building async Python APIs with FastAPI and Pydantic V2: endpoints, models, auth, SQLAlchemy, JWT, WebSockets, OpenAPI.
Complete guide for building MCP servers with FastMCP 3.0 - tools, resources, authentication, providers, middleware, and deployment. Use…
Guides structured requirements workshops to create feature specs, user stories, EARS requirements, acceptance criteria, and implementation …
Use when the user names a local file and explicitly asks to clean, rewrite, humanize, or remove AI-writing patterns in that file itself,…
Use when a WordPress plugin or theme accepts file uploads, processes $_FILES, saves user-provided files, or generates file paths from…
This skill should be used when agent work needs file-backed context: durable scratchpads, tool-output offloading, just-in-time discovery,…
MANDATORY for static source-to-test pairing: find or list source files/modules without corresponding tests, or suggest test locations from…
Guides LLM fine-tuning with LoRA/QLoRA, dataset prep, training, evaluation, and deployment using Hugging Face PEFT and Transformers.
Use when implementation is complete, all tests pass, and you need to decide how to integrate the work
Gives AI development tools Firebase-specific capabilities and expertise.
Audit and fix HTML accessibility issues including ARIA labels, keyboard navigation, focus management, color contrast, and form errors. Use…
Audit and fix HTML metadata including page titles, meta descriptions, canonical URLs, Open Graph tags, Twitter cards, favicons, JSON-LD…
Audit and fix animation performance issues including layout thrashing, compositor properties, scroll-linked motion, and blur effects. Use…
Flutter cross-platform development guide covering widget patterns, Riverpod/Bloc state management, GoRouter navigation, performance…
Build cross-platform Flutter apps with Dart, covering state management (Riverpod/Bloc), navigation (GoRouter), widgets, testing, and perfor…
Produces distinctive, production-grade interfaces instead of generic AI-looking layouts.
Frontend development guidelines for React/TypeScript applications. Modern patterns including Suspense, lazy loading, useSuspenseQuery,…
Pro frontend engineering discipline. Enforces build-test-verify workflow for every web project. Never declare done until the site is…
Create stunning, animation-rich HTML presentations from scratch or by converting PowerPoint files. Use when the user wants to build a…
Builds production-quality, accessible, responsive user-facing UIs. Use when building or modifying interfaces and pages, creating…
Full-stack backend architecture and frontend-backend integration guide. TRIGGER when: building a full-stack app, creating REST API with…
Find 10x product opportunities and high-leverage improvements. Use when user wants strategic product thinking, mentions '10x', wants to…
Use when building game systems, implementing Unity/Unreal Engine features, or optimizing game performance. Invoke to implement ECS…
DO NOT USE when the target already consumes an injected interface or built-in abstraction such as IFileSystem or TimeProvider, even if the…
Creates detailed, sectionized implementation plans through research, stakeholder interviews, and multi-LLM review. Use when planning…
Structures git workflow practices. Use when making any code change. Use when committing, branching, resolving conflicts, splitting…
Use when the user wants to create, generate, or set up a GitHub Actions workflow. Handles CI/CD pipelines, testing, deployment, linting,…
Create production-ready GitHub Actions workflows for automated testing, building, and deploying applications. Use when setting up CI/CD…
Official GitHub server: issues, pull requests, code search and Actions from inside the agent.
Trigger: Go tests, go test coverage, Bubbletea teatest, golden files. Apply focused Go testing patterns.
Provides expert Go programming guidance: concurrency patterns, microservices design, performance profiling, generics, idiomatic error handl…
Maps your whole project into a queryable knowledge graph so the agent navigates by structure instead of grepping.
Use when designing GraphQL schemas, implementing Apollo Federation, or building real-time subscriptions. Invoke for schema design,…
Use when asked to debug, fix a bug, investigate an error, or do root cause analysis, and when users report errors, stack traces,…
Reviews smart contract architecture, upgradeability, dependencies and tests against Trail of Bits practice.
Use when building dynamic blocks or block-editor features - a render_callback, server-side rendered blocks via ServerSideRender,…
Google Apps Script: Upload local files to an Apps Script project.
Scrape the Hacker News front page (titles, points, comment counts).
Use when writing technical documentation that needs to be readable by both humans and AI models, converting existing docs to HADS format,…
Local-first agentic RAG with citations - hybrid search, reranking, multimodal document retrieval
Anti-AI-slop design skill for greenfield pages, audits, redesigns, and design extraction from URLs or screenshots. Use when the user asks…
This skill should be used when designing autonomous agent harnesses: research loops, evaluation scaffolds, locked and editable surfaces,…
Helm chart expert for Kubernetes package management, templating, and dependency management
Helm chart development agent skill and plugin for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw — chart scaffolding, values design,…
Plan and coordinate the deployment of a model to Amazon SageMaker AI. Use this skill whenever the user wants to deploy, host, serve, or…
Create a SageMaker endpoint (real-time, real-time scale-to-zero, or async) with autoscaling, CloudWatch alarms, and tagging enabled by…
Pick the right serving container for a SageMaker model deployment and find its current image URI. Use this skill whenever about to deploy…
Teaches the AI to design like a high-end agency. Defines the exact fonts, spacing, shadows, card structures, and animations that make a…
Author a new Agent Skill for a Hive agent that conforms to the Agent Skills specification (SKILL.md with YAML frontmatter, optional…
Finds root cause before any fix. Use when something errors, crashes, regresses, or used to work. Not for code review or new features.
A Model Context Protocol server for use with Tauri v2 applications
Evolutionary ideation engine — loop-controlled multi-cycle idea generation through phases of dreaming, cross-domain stealing,…
Skill for generating design images first, then analyzing them to implement premium, readable frontend code.
Implement, tune, debug, or validate soft wall-aware fog of war and gameplay perception in Three.js action games. Use for orthographic or…
Implement the result of /to-spec and /to-tickets in code.
Survey a codebase's animation and motion code as a senior motion advisor, then produce a prioritized audit and self-contained…
Scan a codebase for deepening opportunities, present them as a visual HTML report, then grill through whichever one you pick.
Audit an existing product surface against its own design evidence, identify verified UI problems, and write self-contained implementation…
Delivers changes incrementally in thin, verifiable slices. Use when implementing any feature or change that touches more than one file, or…
iOS application development guide covering UIKit, SnapKit, and SwiftUI. Includes touch targets, safe areas, navigation patterns, Dynamic…
Configure Istio traffic management including routing, load balancing, circuit breakers, and canary deployments. Use when implementing…
Apply a prompt-agnostic execution and verification loop to any substantial task while preserving the original request. Use when the user…
Java architect skill for building, configuring, and debugging Spring Boot 3.x enterprise apps, covering domain design, JPA optimization, re…
Master Java 21+ with modern features like virtual threads, pattern matching, and Spring Boot 3.x. Expert in the latest Java ecosystem…
Token-efficient code exploration via tree-sitter AST parsing. 70+ languages, 86-99% token savings.
Extract entities and relations from source files to build a knowledge graph
Investigate implementation failures using root-cause-first debugging. Use when an implementer is blocked, verification fails, or repeated…
Review a task implementation against approved specs, task boundaries, and verification evidence. Use after an implementer finishes a task,…
Create comprehensive technical design for a specification
Generate implementation tasks for a specification
Create custom steering documents for specialized project contexts
Validate feature-level integration after all tasks are implemented. Checks cross-task consistency, full test suite, and overall spec…
Verify completion and success claims with fresh evidence. Use before claiming a task is complete, a fix works, tests pass, or a feature is…
Kotlin specialist skill offering idiomatic patterns for coroutines, Flow, KMP, Compose, Ktor, DSLs, with guidelines, tests, and linting che…
A Model Context Protocol (MCP) server for Kubernetes and OpenShift
Build and configure Laravel 10+ applications with Eloquent, Sanctum, Horizon, API resources, Livewire, and testing.
Provides incremental migration strategies for legacy systems, including dependency maps, API facades, and characterization tests to moderni…
This skill should be used when setting up, auditing, or enforcing internationalization/localization in UI codebases (React/TS, i18next or…
Create a detailed, phased implementation plan with documentation discovery. Use when asked to plan a feature, task, or multi-step…
Create a focused workspace Skill from reusable decisions, knowledge, templates, or workflows in the current conversation. Use for…
Processes, cleans, compares, and searches tandem mass spectra with matchms. Use for MS/MS file I/O, metadata harmonization, peak…
Creates and customizes scientific plots with Matplotlib. Used for fine-grained control over plot elements, novel plot types, and…
Review the changes since a fixed point (commit, branch, tag, or merge-base) along two axes: Standards (does the code follow this repo's…
Guides building high-quality MCP servers in TypeScript or Python, from tool design to evaluation.
Official ClickHouse MCP server for querying and exploring ClickHouse clusters and chDB.
Guidance for building, debugging, or extending MCP servers/clients using TypeScript/Python SDKs with schema validation and transport setup.
Easy-to-setup local RAG server with minimal configuration
MCP Neo4j Knowledge Graph Memory Server
MCP server for SearXNG — privacy-respecting web search with pagination, URL reading
Guide the agent to recall, remember, and route durable learning into Memory, Skills, Scheduled Tasks, or Tape.
This skill should be used for persistent semantic memory in agent systems: cross-session knowledge retention, entity tracking, temporal…
Designs microservices architectures, decomposes monoliths, defines service boundaries, communication patterns, resilience, and observabilit…
Create a new sequentially numbered database migration with up/down SQL files
Validate pending migrations for foreign key consistency, rollback safety, and best practices
Provides a structured workflow for migrating an Android XML View to Jetpack Compose. This skill details the step-by-step process, from…
Designs and implements production-grade ML pipeline infrastructure including experiment tracking, orchestration, feature stores, and model …
Machine-learning predictive strategy based on sklearn walk-forward training, feature engineering, and signal generation. Suitable for any…
MCP server for iOS and Android Mobile Development, Automation and Testing
MongoDB operations expert for queries, aggregation pipelines, indexes, and schema design
MongoDB Model Context Protocol Server
Implements monitoring, logging, metrics, tracing, alerting, load testing, profiling, and capacity planning.
Mootdx A-share market data via TCP-direct 通达信 servers. Free, no API key, no IP rate limits. Use as the stable A-share OHLCV fallback when…
Coordinates parallel code reviews across multiple dimensions, deduplicates findings, calibrates severity, and generates consolidated report…
Suggest better variable, function, and class names based on context and conventions.
Provides detailed guidance and code templates for building secure, testable NestJS modules, controllers, services, DTOs, guards, and interc…
Provides detailed guidance for building and deploying Next.js 14+ apps with App Router, server components, server actions, SEO, and Vercel …
Nuxt full-stack Vue framework with SSR, auto-imports, and file-based routing. Use when working with Nuxt apps, server routes, useFetch,…
A Model Context Protocol server implementation for Nx
Instruments code so production behavior is visible and diagnosable. Use when adding logging, metrics, tracing, or alerting. Use when…
Review system architecture, simplify boundaries, or compare interface designs from repository evidence
Converts OpenAPI 3.0 JSON/YAML to TypeScript interfaces and type guards. This skill should be used when the user asks to generate types…
Structure prediction using OpenFold3, an open-weights PyTorch reproduction of AlphaFold3 from the AlQuraishi Lab. Use this skill when…
GPU-accelerates scientific Python on NVIDIA hardware and verifies that the result is correct and faster. Use for CUDA/GPU optimization;…
Profile, audit, and optimize frontend page performance with emphasis on animation work, memory-leak risks, long-session slowdowns, CSS…
Optimize and improve the performance of slow Entity Framework Core (EF Core) queries: make them generate less SQL, make fewer database…
Performs pandas DataFrame operations for data analysis, manipulation, and transformation. Use when working with pandas DataFrames, data…
Searches 18 scholarly APIs for papers, preprints, citations, open-access full text, repository records, and journal OA status, and returns…
Convert Python, R, or command-line research repositories into tested MCP tools through useful tool selection, minimal wrappers around…
Debug complex issues by generating and testing multiple hypotheses in parallel using structured evidence collection and arbitration.
Guidelines for splitting feature work among multiple agents, defining file ownership, avoiding conflicts, and integrating parallel implemen…
Reads, fills, merges, splits and generates PDF files, including forms and scanned pages.
Optimizes application performance across frontend, backend, queries, and databases. Use when performance requirements exist, when you…
PHP Pro skill provides comprehensive patterns, strict typing, PHPStan level 9, async with Swoole/ReactPHP, and full Laravel/Symfony scaffol…
Provide CI/CD best practices and pipeline templates for GitHub Actions and GitLab CI, recommending configurations based on project type…
Creates persistent markdown planning files (task_plan.md, findings.md, progress.md) with structured phases, rules, and protocols to keep co…
Breaks work into ordered tasks. Use when you have a spec or clear requirements and need to break work into implementable tasks. Use when a…
Persistent file-based planning for multi-step AI-agent work. Keeps task_plan.md, findings.md, and progress.md on disk; lifecycle hooks…
Plan and build comprehensive Playwright E2E test suites with Page Object Model, authentication state persistence, custom fixtures, visual…
Use when writing E2E tests with Playwright, setting up test infrastructure, or debugging flaky browser tests. Invoke to write test…
Lets the agent drive a real browser: navigate, click, fill forms and read pages via accessibility snapshots.
Production-grade Playwright testing toolkit. Use when the user mentions Playwright tests, end-to-end testing, browser automation, fixing…
Use when the user explicitly wants autonomous progress without routine clarification stops: "plow ahead", "do not stop", "use your best…
Node.js package manager with strict dependency resolution. Use when running pnpm specific commands, configuring workspaces via…
Collection and schema design for PocketBase. Use when creating collections, designing schemas, adding fields, setting up relations, or…
Production deployment for PocketBase. Use when deploying PocketBase to a server, setting up Docker, configuring systemd, reverse proxy…
Schema migrations and versioning for PocketBase. Use when creating migrations, managing schema versions, syncing collections between…
PostgreSQL expert for query optimization, indexing, extensions, and database administration
Comprehensive PostgreSQL-specific table design reference covering data types, indexing, constraints, performance patterns, and advanced…
Use this skill when designing or reviewing a PostgreSQL-specific schema. Covers best-practices, data types, indexing, constraints,…
Creates and edits PowerPoint decks with layouts, speaker notes and consistent design.
Create premium, Awwwards-quality website designs as React (.jsx) components that look like they were built by a top-tier agency charging…
Guide technical communication for software developers. Covers email structure, team messaging etiquette, meeting agendas, and adapting…
Analyze a project's past Codex sessions, memory files, and existing local skills to recommend the highest-value skills to create or…
This skill should be used when the user asks to "optimize a prompt", "improve prompt performance", "design a prompt template", "write…
Write a prompt teammates can give their AI agents to apply a fix, upgrade, or setup change. Use only when the user explicitly invokes…
Meta-prompting standard library for generating, optimizing, and composing prompts programmatically via Standards, Handlebars Templates,…
Adds property-based tests that find edge cases example tests miss, for parsers, serializers and math.
Build a throwaway prototype to answer a design question. Use when the user wants to sanity-check whether a state model or logic feels…
Package a finished local project into an intentional GitHub repository, create a strong README and visual preview, push it safely,…
Persistent workflow graph server tracking tasks, decisions, spatial entities, and blockers.
Set up Playwright in a project. Use when user says "set up playwright", "add e2e tests", "configure playwright", "testing setup", "init…
Python 3.11+ skill for type‑safe, async, production‑ready code with mypy, pytest, black, ruff, dataclasses, and async patterns
Upload files to Cloudflare R2, AWS S3, or any S3-compatible storage (like MinIO) and generate secure, time-limited presigned download…
Analyzes Android build files and R8 keep rules to identify redundancies, broad package-wide rules, and rules that subsume library consumer…
Designs and implements production‑grade RAG systems with chunking, embeddings, vector store, hybrid search, reranking, and evaluation.
Rails 7+ specialist skill covering Active Record optimization, Hotwire/Turbo, Action Cable, Sidekiq, and RSpec test suite generation.
Vercel's React and Next.js performance rules: data fetching, bundles, rendering and caching.
React Native expert skill for building, optimizing, and debugging cross‑platform mobile apps with Expo, navigation, FlatList performance, p…
React Native and Expo practices for fast, smooth mobile apps: lists, images, animations, navigation.
React useEffect best practices from official docs. Use when writing/reviewing useEffect, useState for derived values, data fetching, or…
Fetches URLs and PDFs, then summarizes or returns clean Markdown. Use when asked to read, fetch, quote, cite, convert, or save a URL or…
Use when implementing, integrating, upgrading, debugging, or answering anything involving third-party APIs, libraries, frameworks, CLIs,…
Use when receiving code review feedback, before implementing suggestions, especially if feedback seems unclear or technically questionable…
Upgrades existing websites and apps to premium quality. Audits current design, identifies generic AI patterns, and applies high-end design…
Manual-only skill for minimizing total codebase size. Only activate when explicitly requested by user. Measures success by final code…
Run regression analysis (OLS or logistic) on uploaded CSV/Excel data, generating coefficients, R², p-values, VIF, and plain-language…
Create a new Remotion video
Search Remotion documentation
Structure Remotion markup for interactivity
Content, animation and effects best practices
Upgrade Remotion, and related packages
Pack local or remote codebases into AI-friendly files that LLMs and coding agents can read or search
Blocks installs of packages that do not exist and warns on brand-new ones, stopping hallucinated-package attacks.
Before each request, points the agent at the installed skills that fit it; silent when none does.
Notices at session start when the project gained a stack or need, and says which new picks fit it now.
Sends finished work to an independent reviewer with the right context and acts on the findings.
Use when converting PM intake into a slice SPEC.md with observable acceptance outcomes, explicit scope, and advisory sibling build…
Review a git diff or explicit file scope for reuse, code quality, efficiency, clarity, and standards issues, then optionally apply safe…
Parallel read-only multi-agent review of a current git diff or explicit file scope to find behavioral regressions, security or privacy…
Technical SEO auditor and fixer. Runs Lighthouse/PageSpeed audits on websites or local dev servers, analyzes SEO/performance/accessibility…
An MCP server that provides build analysis and optimization recommendations for Rspack projects.
Plan and build production-ready Rust CLI tools using clap for argument parsing, with subcommands, config file support, colored output, and…
Provides guidelines for writing, reviewing, and debugging idiomatic Rust code with ownership, lifetimes, traits, async, and error handling.
Native Safari browser automation for AI agents — 98 tools, zero Chrome overhead.
MUST USE when an existing .NET test project was excluded from a .slnf/CI solution filter, disappeared from .sln/.slnx discovery, or lost…
Secure coding guidance for authentication, authorization, input validation, OWASP Top 10 prevention, and secure session management in Node/…
This skill should be used when a model gets read-write control over its own live context window instead of a harness-scheduled compaction…
Runs a Semgrep security scan with language-aware rulesets and triages the findings.
This skill should be used when the user asks to "design system architecture", "evaluate microservices vs monolith", "create architecture…
Computer vision engineering skill for object detection, image segmentation, and visual AI systems. Covers CNN and Vision Transformer…
World-class senior data scientist skill specialising in statistical modeling, experiment design, causal inference, and predictive…
ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs. Covers model deployment, feature stores,…
Set up Husky pre-commit hooks with lint-staged (Prettier), type checking, and tests in the current repo. Use when user wants to add…
Prepares production launches. Use when preparing to deploy to production, or when asking what needs to be in place before shipping. Use…
Audit whether a multi-agent setup earns its coordination cost — use before adding an agent, or when a workflow feels slow or agents agree…
Creates, tests and tunes agent skills, including trigger descriptions and evals.
Debug a reproducible symptom with a bounded feedback loop and original-scenario verification
Persist design documents with branch tracking, revision chains, and cross-session discovery
Track project blockers, bugs, and gaps across sessions — use when issues pile up or need triage
Run tasks in a loop until goals are met — use for iterative refinement, polling, or convergence
Craft better prompts using proven optimization techniques — use when your prompt needs refinement
Use when a reviewer, CI bot, or another AI leaves feedback to address
Build a behavior change with observed red, minimal green, and measured test consolidation
Use when about to declare work complete, fixed, passing, or done
Process screenshot-based UI/UX feedback to fix visual issues — use when users share screenshots of bugs
Break a plan or spec into vertical slices that each declare what blocks them — use when work is agreed but not yet cut into fileable pieces
Knowledge and utilities for creating animated GIFs optimized for Slack. Provides constraints, validation tools, and animation concepts.…
Token-optimized structural code search using tree-sitter AST parsing. Use instead of reading full files when you need to understand code…
Grounds every implementation decision in official documentation. Use when you want to verify an approach against the official docs before…
Use when writing Spark jobs, debugging performance issues, or configuring cluster settings for Apache Spark applications, distributed data…
Creates specs before coding. Use when starting a new project, feature, or significant change and no specification exists yet. Use when…
Reverse-engineers specifications from existing codebases by mapping structure, tracing data flows, and documenting observed behavior in EAR…
Use when the user asks for text-to-speech narration or voiceover, accessibility reads, audio prompts, or batch speech generation. OpenAI…
Generates Spring Boot 3.x code: REST controllers, services, repositories, security, WebFlux, microservices, tests, and cloud config example…
Use when the user asks to write SQL queries, optimize database performance, generate migrations, explore database schemas, or work with…
Use when writing any custom database query in WordPress with $wpdb — get_results, get_var, get_row, query, or building WHERE/IN/LIKE/ORDER…
Translate natural language to SQL, optimize query performance, and interpret EXPLAIN plans for SQLite and PostgreSQL. Triggered when users…
Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance and eliminate slow…
SQL Pro skill optimizes queries, designs schemas, and troubleshoots performance across major SQL dialects.
Generate SQL queries from natural language descriptions. Supports BigQuery, PostgreSQL, MySQL, and other dialects. Reads database schemas…
Defines SLOs, error budgets, monitoring, automation, incident response, and chaos engineering for production systems.
Use when long-running or parallel agent work must respect 5-hour and weekly usage limits by checking usage between waves, pausing near the…
Extract self-contained static HTML from a built web application or React components by inlining CSS and images. Use this skill whenever…
Delegate a self-contained task to a coding assistant through a non-interactive background process. Use for feature development, code…
Use when executing implementation plans with independent tasks in the current session
Use when doing ANY task involving Supabase. Triggers: Supabase products (Database, Auth, Edge Functions, Realtime, Storage, Vectors, Cron,…
MCP server for interacting with the Supabase platform
Audits dependencies for advisories, abandoned upstreams, publisher concentration and install-time scripts.
Fix bugs and small behavior changes at the narrowest responsible layer. Use when regression proof, preserved surrounding behavior, and…
The official Svelte MCP server providing docs and autofixing tools for Svelte development
Swift expert skill for building iOS/macOS/watchOS/tvOS apps with SwiftUI, async/await, actors, protocol-oriented design, and testing.
SwiftUI Liquid Glass: implement, adopt, refactor, review correctness/perf/design.
Comprehensively reviews SwiftUI code for best practices on modern APIs, maintainability, and performance. Use when reading, writing, or…
Best practices and example-driven guidance for building SwiftUI views and components, including navigation hierarchies, custom view…
Finds root causes with a four-phase method instead of guess-and-patch fixes.
Build scalable design systems with Tailwind CSS v4, design tokens, component libraries, and responsive patterns. Use when creating…
Canonical patterns for writing custom MSBuild targets. USE FOR: diagnosing and fixing custom target authoring anti-patterns; broken SDK…
Provides strategies for decomposing tasks, designing dependency graphs, and coordinating multi-agent work with clear task descriptions and …
Test-driven development. Use when the user wants to build features or fix bugs test-first, mentions "red-green-refactor", or wants…
Structured messaging protocols for agent team communication covering message types, plan approval, shutdown procedures, and anti-patterns.
Provides guidelines for designing optimal multi‑agent team compositions, sizing heuristics, preset configurations, agent type selection, an…
Terraform IaC expert for providers, modules, state management, and planning
Test-driven development with red-green-refactor loop. Use when user wants to build features or fix bugs using TDD, mentions…
Enforces red-green-refactor: no production code without a failing test first.
Skill for generating comprehensive test plans, writing unit/integration/E2E tests, analyzing coverage, and producing defect reports across …
Create comprehensive test scenarios from user stories with test objectives, starting conditions, user roles, step-by-step actions, and…
Analyze and create a testing strategy for Android apps - install testing libraries, set up test infrastructure, create harnesses for unit…
Three.js performance optimization and best practices guidelines. Use when writing, reviewing, or optimizing Three.js code. Triggers on…
Generate beautiful interactive timeline HTML pages from JSON data, with vertical, horizontal, or dual-side layouts, collapsible details,…
Break a plan, spec, or the current conversation into a set of tracer-bullet tickets, each declaring its blocking edges, published to the…
Use Transformers.js to run state-of-the-art machine learning models directly in JavaScript/TypeScript. Supports NLP (text classification,…
Post-train LLMs with TRL (Transformers Reinforcement Learning) — SFT, DPO, GRPO, KTO, and reward-model training. Use when writing or…
Configure Turborepo for efficient monorepo builds with local and remote caching. Use when setting up Turborepo, optimizing build…
Master TypeScript's advanced type system including generics, conditional types, mapped types, template literals, and utility types for…
Implements advanced TypeScript type systems, custom type guards, utility types, branded types, and tRPC configuration for type safety.
Create beautiful, accessible user interfaces with shadcn/ui components (built on Radix UI + Tailwind), Tailwind CSS utility-first styling,…
Enforces completion discipline for substantial autonomous work by writing acceptance gates before execution, decomposing work with the…
Add, review, or fix JavaScript interop in Blazor components. USE FOR: calling JavaScript from Blazor, calling .NET from JavaScript,…
Use when a WordPress plugin or theme stores, processes, or exposes personal data — emails, names, IP addresses, user content, or…
Use when starting feature work that needs isolation from current workspace or before executing implementation plans - ensures an isolated…
Requires fresh command output as evidence before the agent claims work is done.
Prove existing work meets acceptance conditions without expanding scope. Use for validation-only tasks, completion checks, focused gate…
Turn a reference video into a super detailed recreation or inspiration prompt. Use when the user provides, mentions, uploads, links, or…
Vite build tool configuration, plugin API, SSR, and Vite 8 Rolldown migration. Use when working with Vite projects, vite.config.ts, Vite…
Vue 3 Composition API, script setup macros, reactivity system, and built-in components. Use when writing Vue SFCs,…
Expert guidance for Vue 3 development including Composition API, Pinia, Nuxt 3, mobile hybrids, PWA, and Vite optimization.
Creates Vue 3 components, builds vanilla JS composables, configures Vite projects, and sets up routing and state management using…
Reviews UI code for accessibility, UX and web interface best practices.
This skill enables visual inspection of websites running locally or remotely to identify and fix design issues. Triggers on requests like…
Audit, diagnose, or optimize website loading and interaction performance, Core Web Vitals, and Lighthouse performance scores.
Turn a visual or interaction technique you already built into a reusable web-design skill, by isolating the one mechanism that makes it…
Tests local web apps with Playwright: screenshots, console logs and interaction checks.
Provides comprehensive guidance for building secure, performant WordPress themes, plugins, Gutenberg blocks, WooCommerce, and REST APIs.
Shows WORK progress and TASK status. Use when the user asks about WORK list, WORK progress, TASK status, or pipeline status (e.g., "WORK…
Plan commits as reviewable work units. Trigger: implementation, commit splitting, chained PRs, or keeping tests and docs with code.
How to write modern Swift well — modeling with value types, Swift 6 data-race safety and approachable concurrency (@concurrent,…
Writing documents for agents. Use when creating or editing skills, or modifying AGENTS.md or CLAUDE.md.
Reviews docs and product copy for clear voice, tone and structure.
Breaks an approved design into small test-first tasks with exact files, interfaces and checks.
Use when creating new skills, editing existing skills, or verifying skills work before deployment
Builds and edits spreadsheets with formulas, formatting and charts; cleans messy tabular data.
Try a shorter keyword, or a capability tag like web or security.