AI Ml AI agent skills

8,771 skills in the archive. Read a skill’s instructions or open its original repository.

• Bootstrap Check

  by @dev-toolings

  Verify Symfony project configuration including .env, services.yaml, doctrine settings, and framework requirements

• Interfaces And Autowiring

  by @dev-toolings

  Master Symfony Dependency Injection with autowiring, #[Target] interface binding, decoration, and tagged services

• Symfony Cache

  by @dev-toolings

  Implement caching with the Symfony Cache component; configure pools, use tags for invalidation, prevent stampede

• Strategy Pattern

  by @dev-toolings

  Implement the Strategy pattern with Symfony's tagged services for runtime algorithm selection and extensibility

• Executing Plans

  by @dev-toolings

  Methodically execute implementation plans with a TDD approach, incremental commits, and continuous validation

• Form Types Validation

  by @dev-toolings

  Build Symfony forms with custom Form Types, validation constraints, HTTP 422 handling, and multi-step flows

• Config Env Parameters

  by @dev-toolings

  Manage Symfony configuration with .env files, parameters, secrets vault, and environment-specific settings

• E2e Panther Playwright

  by @dev-toolings

  Write end-to-end tests with Symfony Panther 2.4 for browser automation or Playwright for complex scenarios

• Daily Workflow

  by @dev-toolings

  Daily development workflow for Symfony projects including common tasks, debugging, and productivity tips

• Cqrs And Handlers

  by @dev-toolings

  Implement CQRS in Symfony with separate Command and Query buses/handlers using the Messenger component

• Doctrine Batch Processing

  by @dev-toolings

  Process large datasets with Doctrine (ORM 3 toIterable, flush+clear, bulk DQL) and memory management

• Quality Checks

  by @dev-toolings

  Run code quality tools: PHP-CS-Fixer for style, PHPStan for static analysis, and type safety checks

• Test Doubles Mocking

  by @dev-toolings

  Create test doubles with PHPUnit mocks for isolated unit testing in Symfony

• Runner Selection

  by @dev-toolings

  Select and configure the appropriate command runner based on Docker Compose standard, Symfony Docker (FrankenPHP), or host environment

• Brainstorming

  by @dev-toolings

  Structured brainstorming for Symfony projects - explore requirements, identify components, and plan architecture collaboratively

• Using Symfony Superpowers

  by @dev-toolings

  Entry point for Symfony Superpowers - lightweight workflow guidance and command map

• Anthropic Prompt Engineer

  by @jamesrochabrun

  Master Anthropic's prompt engineering techniques to generate new prompts or improve existing ones using best practices for Claude AI models.

• Openai Prompt Engineer

  by @jamesrochabrun

  Generate and improve prompts using best practices for OpenAI GPT-5 and other LLMs. Apply advanced techniques like chain-of-thought, few-shot prompting, and progressive disclosure.

• Llm Router

  by @jamesrochabrun

  This skill should be used when users want to route LLM requests to different AI providers (OpenAI, Grok/xAI, Groq, DeepSeek, OpenRouter) using SwiftOpenAI-CLI. Use this skill when users ask to "use grok", "ask grok", "use groq",…

• Search Skills

  by @danielvm-git

  Find the right bigpowers skill from natural-language intent using a local lexical index over SKILL.md frontmatter. Use when unsure which skill to invoke, or at start of research-first.

• Hz Unity Passthrough Camera Access

  by @meta-quest

  Meta Quest Passthrough Camera Access (PCA) for Unity — access the forward-facing RGB cameras on Quest 3 / Quest 3S to feed Computer Vision and Machine Learning pipelines. Use when capturing the passthrough camera image/texture,…

• Hz Quest Verify First

  by @meta-quest

  MANDATORY pre-flight check before answering any question or writing any code related to Meta Quest VR headsets (Quest 2, Quest 3, Quest 3S, Quest Pro) or apps that target them. Forces verification against authoritative Meta…

• Mongodb Search And Ai

  by @mongodb

  Guides MongoDB users through implementing and optimizing Atlas Search (full-text), Vector Search (semantic), and Hybrid Search solutions. Use this skill when users need to build search functionality for text-based queries…

• Review Skill

  by @mongodb

  Review a proposed Agent Skill for structural validity and content quality before publishing. Runs the skill-validator CLI to check for structural issues, scores the skill with an LLM judge, and interprets results to advise SMEs…

• Context Optimization

  by @seb1n

  Optimize a complete candidate context package by deduplicating, filtering, ordering, and allocating its token budget. Use when retrieved or assembled material is noisy or exceeds the useful context budget; use context-ranking…

• Context Compression

  by @seb1n

  Compress selected context to a target token budget while preserving decisions, evidence, constraints, and unresolved questions. Use when relevant material is already selected but too long; use context-optimization when…

• Context Retrieval

  by @seb1n

  Retrieve relevant information from a knowledge base using semantic, keyword, or hybrid search to ground a query. Use when the task starts with a corpus or index that must be searched; use context-ranking when candidate chunks…

• Context Ranking

  by @seb1n

  Rank an existing set of context chunks by relevance, diversity, freshness, and utility. Use when retrieval has already produced candidates that must be scored or reranked; use context-retrieval when the source corpus still needs…

• Model Training

  by @seb1n

  Train machine learning models end-to-end, covering data loading, preprocessing, architecture selection, training loops, validation, and checkpointing. Use when the user requests model training or provides relevant inputs for…

• Code Audit

  by @TheSyart

  Audit a whole project for code quality, architecture, security, performance, and engineering maturity. Use when the user asks to "audit the project", "code review", "review the codebase", produce a technical-debt report, or fill…

• Web Design Engineer

  by @TheSyart

  Build high-quality visual Web artifacts using HTML/CSS/JavaScript/React — web pages, landing pages, dashboards, interactive prototypes, HTML slide decks, animated demos, UI mockups, data visualizations, and more. Use this skill…

• Ddg Search

  by @TheSyart

  Web search without an API key using DuckDuckGo Lite via web_fetch. Use as a fallback when web_search fails with missing_brave_api_key error, or whenever you need to search the web and no search API is configured. Provides…

• Bx Search

  by @brave

  Web search using the Brave Search CLI (`bx`). Use for ALL web search requests — including "search for", "look up", "find", "what is", "how do I", "google this", and any request needing current or external information. Prefer…

• Llm Context

  by @brave

  USE FOR RAG/LLM grounding. Returns pre-extracted web content (text, tables, code) optimized for LLMs. GET + POST. Adjust max_tokens/count based on complexity. Supports Goggles, local/POI. For AI answers use answers. Recommended…

• Deep Researcher

  by @Karanjot786

  Performs comprehensive, multi-layered research on any topic with structured analysis and synthesis of information from multiple sources. Use when the user needs thorough investigation, market research, technical deep-dives, due…

• Embedded Ai Deployment

  by @matlab

  Deploy AI models to embedded hardware using MathWorks tools (MATLAB, Simulink, Embedded Coder). Covers two workflow patterns: (1) MathWorks-native or 3P-imported models rebuilt as dlnetwork for lean hardware (Cortex-M, DSP), (2)…

• Redis Search

  by @redis

  Redis Search guidance covering FT.CREATE schema design, field type selection (TEXT, TAG, NUMERIC, GEO, GEOSHAPE, VECTOR, JSON path), DIALECT 2 query syntax, FT.SEARCH / FT.AGGREGATE / FT.HYBRID command selection, vector…

• Redis Semantic Cache

  by @redis

  Redis LangCache guidance for semantic caching of LLM responses on Redis Cloud — calling search/set via the SDK or REST API, tuning the similarity threshold, separating caches per task type, and filtering with custom attributes.…

• Character Naming

  by @jwynia

  Break LLM name defaults with external entropy. Use when character names cluster around statistical medians (Chen, Patel, Maya, Marcus), when cast has collision risks, or when fantasy cultures need phonologically consistent naming.

• Story Zoom

  by @jwynia

  Manage multi-level story synchronization. Use when changes at one abstraction level (pitch, structure, scenes, entities, prose) need to propagate to others, or when story elements feel inconsistent across levels.

• Oblique Worldbuilding

  by @jwynia

  Create worldbuilding quotes and epigraphs through documentary perspectives. Use for chapter epigraphs, in-world documents, or any content where limited perspective creates meaning through what the documenter cannot see.

• Wonda Cli

  by @degausai

  Using the Wonda CLI to generate images, videos, music, and audio from the terminal — plus LinkedIn, Reddit, and X/Twitter research and automation

• Payload

  by @payloadcms

  Use when working with Payload projects (payload.config.ts, collections, fields, hooks, access control, Payload API). Use when debugging validation errors, security issues, relationship queries, transactions, or hook behavior.

• Cms Migration

  by @payloadcms

  Use when user wants to migrate content from another CMS (WordPress, Contentful, Strapi, Sanity, Webflow, etc.) to Payload CMS

• Ai Sdk

  by @TerminalSkills

  You are an expert in the Vercel AI SDK, the TypeScript toolkit for building AI-powered applications. You help developers integrate LLMs (OpenAI, Anthropic, Google, Mistral, Ollama) with React Server Components, streaming UI,…

• Typescript Core

  by @bobmatnyc

  Advanced TypeScript patterns and best practices for 2025

• Software Patterns

  by @bobmatnyc

  Decision framework for architectural patterns including DI, SOA, Repository, Domain Events, Circuit Breaker, and Anti-Corruption Layer. Use when designing systems, choosing patterns, or reviewing architecture.

• Api Design Patterns

  by @bobmatnyc

  Comprehensive API design patterns covering REST, GraphQL, gRPC, versioning, authentication, and modern API best practices

• Test Driven Development

  by @bobmatnyc

  Comprehensive TDD patterns and practices for all programming languages, eliminating redundant testing guidance per agent.

• Env Manager

  by @bobmatnyc

  Environment variable validation, security scanning, and management for Next.js, Vite, React, and Node.js applications

• Security Scanning

  by @bobmatnyc

  CI security scanning: secrets, deps, SAST, triage, expiring exceptions

• Skill Creator

  by @bobmatnyc

  Guide for creating effective skills

• Mpm Ticket Wizard

  by @bobmatnyc

  Interactive ticket creation wizard with Q&A flow for bugs, features, tasks, and epics

• Systematic Debugging

  by @bobmatnyc

  Systematic debugging methodology emphasizing root cause analysis over quick fixes

• Verification Before Completion

  by @bobmatnyc

  Run verification commands and confirm output before claiming success

• Dispatching Parallel Agents

  by @bobmatnyc

  Use multiple Claude agents to investigate and fix independent problems concurrently

• Ai Safety Alignment

  by @omer-metin

  Implement comprehensive safety guardrails for LLM applications including content moderation (OpenAI Moderation API), jailbreak prevention, prompt injection defense, PII detection, topic guardrails, and output validation.…

• Ai Observability

  by @omer-metin

  Implement comprehensive observability for LLM applications including tracing (Langfuse/Helicone), cost tracking, token optimization, RAG evaluation metrics (RAGAS), hallucination detection, and production monitoring. Essential…

• Ai Wrapper Product

  by @omer-metin

  Expert in building products that wrap AI APIs (OpenAI, Anthropic, etc.) into focused tools people will pay for. Not just "ChatGPT but different" - products that solve specific problems with AI. Covers prompt engineering for…

• Ai Product

  by @omer-metin

  Every product will be AI-powered. The question is whether you'll build it right or ship a demo that falls apart in production. This skill covers LLM integration patterns, RAG architecture, prompt engineering that scales, AI UX…

• Requesting Code Review

  by @bobmatnyc

  Dispatch code-reviewer subagent to review implementation against plan or requirements before proceeding

• Writing Plans

  by @bobmatnyc

  Create detailed implementation plans with bite-sized tasks for engineers with zero codebase context

• Pydantic

  by @bobmatnyc

  Python data validation using type hints and runtime type checking with Pydantic v2's Rust-powered core for high-performance validation in FastAPI, Django, and configuration management.

• Dependency Audit

  by @bobmatnyc

  Dependency audit and cleanup workflow for maintaining healthy project dependencies. Use for regular maintenance, security updates, and removing unused packages.

• Build Mcp Server

  by @bobmatnyc

  MCP (Model Context Protocol) - Build AI-native servers with tools, resources, and prompts. TypeScript/Python SDKs for Claude Desktop integration.

• Pytest

  by @bobmatnyc

  pytest - Python's most powerful testing framework with fixtures, parametrization, plugins, and framework integration for FastAPI, Django, Flask

• Svelte5 Runes Static

  by @bobmatnyc

  Svelte 5 runes + SvelteKit adapter-static (SSG/SSR) patterns for hydration-safe state, store bridges, and reactivity that survives prerendering

• Flask

  by @bobmatnyc

  Flask - Lightweight Python web framework for microservices, REST APIs, and flexible web applications with extensive extension ecosystem

• Build Protocol Server

  by @bobmatnyc

  Model Context Protocol (MCP) server build and evaluation guide, including local conventions for tool surfaces, config, and testing

• Svelte

  by @bobmatnyc

  Svelte 5 - Reactive UI framework with compiler magic, Runes API, SvelteKit full-stack framework, SSR/SSG, minimal JavaScript

• Mypy

  by @bobmatnyc

  mypy - Static type checker for Python with gradual typing, strict mode, Protocol support, and framework integration

• Sveltekit

  by @bobmatnyc

  SvelteKit - Full-stack Svelte framework with file-based routing, SSR/SSG, form actions, and adapters for deployment

• Biome

  by @bobmatnyc

  Biome - Fast all-in-one toolchain for web projects (linter + formatter in Rust, 100x faster than ESLint)

• Git Workflow

  by @bobmatnyc

  Essential Git patterns for effective version control, eliminating redundant Git guidance per agent.

• Google Workspace Auth

  by @bobmatnyc

  Re-authenticate Google Workspace MCP in-flight - refresh tokens, setup OAuth, check status

• Github Actions

  by @bobmatnyc

  GitHub Actions CI/CD workflows for automating build, test, and deployment

• Mpm Adr

  by @bobmatnyc

  Architecture Decision Records (ADRs) — opt-in convention for documenting significant, hard-to-reverse architectural decisions using the Nygard template.

• Pm Teaching Mode

  by @bobmatnyc

  Comprehensive teaching templates and progressive disclosure patterns for PM teacher mode

• Brainstorming Ideas Into Designs

  by @bobmatnyc

  Interactive idea refinement using Socratic method to develop fully-formed designs

• Mpm Circuit Breaker Enforcement

  by @bobmatnyc

  Complete circuit breaker enforcement patterns with examples and remediation

• Mpm

  by @bobmatnyc

  Access Claude MPM functionality and manage multi-agent orchestration

• Mpm Agents Skills

  by @bobmatnyc

  Agent and skill deployment mechanics for MPM system architecture

• Pm Bug Reporting

  by @bobmatnyc

  Bug reporting protocol for PM and agents to file GitHub issues

• Mpm Ticket View

  by @bobmatnyc

  Orchestrate ticketing agent for project management workflows

• Pm Git File Tracking

  by @bobmatnyc

  Protocol for tracking files immediately after agent creation

• Mpm Session Pause

  by @bobmatnyc

  Pause session and save current work state for later resume

• Mpm Agent Update Workflow

  by @bobmatnyc

  Workflow for updating, fixing, and improving MPM agents

• Mpm Tool Usage Guide

  by @bobmatnyc

  Detailed tool usage patterns and examples for PM agents

• Mpm Organize

  by @bobmatnyc

  Organize project files with intelligent consolidation

• Mpm Init

  by @bobmatnyc

  Initialize or update project for Claude Code and MPM

• Mpm Doctor

  by @bobmatnyc

  Run diagnostic checks on Claude MPM installation

• Mpm Integrate

  by @bobmatnyc

  Manage API integrations for Claude MPM projects

• Mpm Postmortem

  by @bobmatnyc

  Analyze session errors and suggest improvements

• Pm Verification Protocols

  by @bobmatnyc

  QA verification gate and evidence requirements

• Pm Pr Workflow

  by @bobmatnyc

  Branch protection and PR creation workflow

• Mpm Monitor

  by @bobmatnyc

  Control monitoring server and dashboard

• Mpm Help

  by @bobmatnyc

  Display help for Claude MPM commands

• Pm Ticketing Integration

  by @bobmatnyc

  Ticket-driven development protocol

• Mpm Session Resume

  by @bobmatnyc

  Load context from paused session

• Mpm Status

  by @bobmatnyc

  Display Claude MPM system status