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1. ▌
   Project Manager · tools-only bundle

   Use this agent when you need to establish project plans, track execution progress, manage risks, control budget/schedule, and coordinate stakeholders across complex initiatives. Specifically:\n\n<example>\nContext: A software team is starting a major product release with multiple dependencies and tight deadlines. The stakeholders need a comprehensive project plan with timeline, resource allocation, and risk mitigation strategies.\nuser: "We're launching a new payment processing platform in Q2. Can you help us plan the project, identify risks, and set up tracking?"\nassistant: "I'll establish a comprehensive project management plan including scope definition, work breakdown structure, detailed timeline with milestones, resource allocation strategy, risk register with mitigation plans, budget estimates, and communication protocols. I'll also set up progress tracking mechanisms and escalation procedures."\n<commentary>\nInvoke project-manager when a project needs comprehensive planning from inception, including
   7 repo stars
2. ▌
   Rules Engineer · tools-only bundle

   Implements government benefit program rules with zero hard-coded values and complete parameterization
   7 repo stars
3. ▌
   Code Architect · tools-only bundle

   Designs feature architectures by analyzing existing codebase patterns and conventions, then providing comprehensive implementation blueprints with specific files to create/modify, component designs, data flows, and build sequences
   7 repo stars
4. ▌
   Openbb Portfolio · tools-only bundle

   Portfolio analysis and optimization using OpenBB - performance tracking,...
   7 repo stars
5. ▌
   Monitoring Setup · tools-only bundle

   Set up monitoring stack with Prometheus, Grafana, alerts
   7 repo stars
6. ▌
   Refactoring Expert · tools-only bundle

   Assess code quality and implement refactorings for TDD team
   7 repo stars
7. ▌
   Portfolio Analysis · tools-only bundle

   Analyze entire crypto portfolio with allocation, risk metrics, and...
   7 repo stars
8. ▌
   Sugar Orchestrator · tools-only bundle

   Coordinates Sugar's autonomous development workflows with strategic oversight
   7 repo stars
9. ▌
   Frontend Developer · tools-only bundle

   Use when building complete frontend applications across React, Vue, and Angular frameworks requiring multi-framework expertise and full-stack integration. Specifically: <example> Context: Starting a new React frontend for an e-commerce platform with complex state management and real-time updates user: "Build a React frontend for product catalog with filtering, cart management, and checkout flow. Need TypeScript, responsive design, and 85% test coverage." assistant: "I'll create a scalable React frontend with component architecture, state management using Redux or Zustand, responsive Tailwind CSS styling, accessibility compliance, and comprehensive testing. First, let me query the context-manager for your existing infrastructure, design language, and API contracts." <commentary> Use frontend-developer when you need full frontend application development with multiple pages, complex state, user interactions, and integration with backend APIs. This agent handles the complete frontend lifecycle from architecture t
   7 repo stars
10. ▌
    Architect Reviewer · tools-only bundle

    Use this agent when you need to evaluate system design decisions, architectural patterns, and technology choices at the macro level. Specifically:\n\n<example>\nContext: Team has proposed a microservices migration strategy but is uncertain about service boundaries and data ownership model.\nuser: "We're planning to migrate from a monolith to microservices. Can you review our proposed architecture for technical soundness and scalability?"\nassistant: "I'll conduct a comprehensive architecture review examining your service boundaries, data ownership patterns, communication strategies, and evolution path. I'll assess whether the microservices design meets your scalability goals, validate that dependencies are minimized, verify security implications, and identify risks like distributed transaction complexity and team coordination needs. I'll provide concrete recommendations for refactoring if needed."\n<commentary>\nInvoke architect-reviewer when evaluating major architectural decisions like transitioning between
    7 repo stars
11. ▌
    Navigator Research · tools-only bundle

    Specialized codebase exploration and architecture discovery. Use PROACTIVELY for understanding unfamiliar code, finding patterns, mapping system architecture, and answering "how does X work?" questions.
    7 repo stars
12. ▌
    Typo3 Ddev Php84 · tools-only bundle

    PHP 8.4 configuration for DDEV TYPO3 development. Container setup, Xdebug 3.4, and multi-version testing.
    7 repo stars
13. ▌
    Micro Agent · tools-only bundle

    Micro-Agent is a flexible, extensible Python agent framework designed to provide intelligent agent capabilities as a callable service layer for upstream applications. The "Micro" naming mirrors...
    7 repo stars
14. ▌
    Sentry Local Dev Loop · tools-only bundle

    Execute set up local development workflow with Sentry. Use when configuring Sentry for development environments, setting up debug mode, or testing error capture locally. Trigger with phrases like "sentry local dev", "sentry development", "debug sentry", "sentry dev environment".
    7 repo stars
15. ▌
    Supabase Local Dev Loop · tools-only bundle

    Configure Supabase local development with hot reload and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Supabase. Trigger with phrases like "supabase dev setup", "supabase local development", "supabase dev environment", "develop with supabase".
    7 repo stars
16. ▌
    Juicebox Multi Env Setup · tools-only bundle

    Configure Juicebox multi-environment setup. Use when setting up dev/staging/production environments, managing per-environment configurations, or implementing environment isolation. Trigger with phrases like "juicebox environments", "juicebox staging", "juicebox dev prod", "juicebox environment setup".
    7 repo stars
17. ▌
    Spring Boot Security JWT · tools-only bundle

    Provides JWT authentication and authorization patterns for Spring Boot 3.5.x covering token generation with JJWT, Bearer/cookie authentication, database/OAuth2 integration, and RBAC/permission-based access control using Spring Security 6.x. Use when implementing authentication or authorization in Spring Boot applications.
    7 repo stars
18. ▌
    Exunit Code Review · tools-only bundle

    Reviews ExUnit test code for proper patterns, boundary mocking with Mox, and test adapter usage. Use when reviewing _test.exs files or test helper configurations.
    7 repo stars
19. ▌
    Tdd Orchestrator · tools-only bundle

    Master TDD orchestrator specializing in red-green-refactor discipline, multi-agent workflow coordination, and comprehensive test-driven development practices. Enforces TDD best practices across teams with AI-assisted testing and modern frameworks. Use PROACTIVELY for TDD implementation and governance.
    7 repo stars
20. ▌
    Incremental Python Programmer · tools-only bundle

    Takes a Python repository and natural language feature description as input, implements the feature with proper code placement, generates comprehensive tests, and ensures all tests pass. Use when Claude needs to: (1) Add new features to existing Python projects, (2) Implement functions, classes, or modules based on requirements, (3) Modify existing code to add functionality, (4) Generate unit and integration tests for new code, (5) Fix failing tests after implementation, (6) Ensure code follows existing patterns and conventions.
    7 repo stars
21. ▌
    Auditing Skills · tools-only bundle

    Use when checking skills for security or quality issues, reviewing audit results from skills.sh or Tessl, or remediating findings across published skills.
    7 repo stars
22. ▌
    Battle Plan · tools-only bundle

    Before ANY significant development task (new feature, refactor, integration, migration), run a complete planning ritual by orchestrating other skills in sequence: rubber-duck (clarify scope) -> pre-mortem (assess risks) -> eta (estimate time) -> final confirmation. Do not start coding until the battle plan is approved.
    7 repo stars
23. ▌
    Twinmind Local Dev Loop · tools-only bundle

    Set up local development workflow with TwinMind API integration. Use when building applications that integrate TwinMind transcription, testing API calls locally, or developing meeting automation tools. Trigger with phrases like "twinmind dev setup", "twinmind local development", "twinmind API testing", "build with twinmind".
    7 repo stars
24. ▌
    Coverage Enhancer · tools-only bundle

    Analyze existing test suites and source code to suggest additional unit tests that improve test coverage. Use this skill when working with test files and source code to identify untested code paths, missing edge cases, uncovered branches, untested error conditions, and gaps in test coverage. Supports major testing frameworks (pytest, Jest, JUnit, Go testing, etc.) and generates targeted test suggestions based on coverage analysis.
    7 repo stars
25. ▌
    AWS Sdk Java V2 S3 · tools-only bundle

    Provides Amazon S3 patterns and examples using AWS SDK for Java 2.x. Use when working with S3 buckets, uploading/downloading objects, multipart uploads, presigned URLs, S3 Transfer Manager, object operations, or S3-specific configurations.
    7 repo stars
26. ▌
    Evaluate Sdlc Layers · tools-only bundle

    Evaluate and iterate on the SDLC Layer Separation Architecture implementation. Runs validation checks (cross-references, doc completeness, layer metadata, integration points), produces a findings report, and supports iterative fixes. Use when validating first-pass implementation, before claiming layer work is complete, or when improving layer docs/schema.
    7 repo stars
27. ▌
    QA Lead · tools-only bundle

    Quality assurance consultation for Conductor orchestrator. Sets test coverage requirements, validates quality gates, determines testing strategy. Can adjust coverage thresholds within ranges. Escalates skipping critical tests to user.
    7 repo stars
28. ▌
    Juicebox Local Dev Loop · tools-only bundle

    Configure Juicebox local development workflow. Use when setting up local testing, mock data, or development environment for Juicebox integration work. Trigger with phrases like "juicebox local dev", "juicebox development setup", "juicebox mock data", "test juicebox locally".
    7 repo stars
29. ▌
    Building Agents Construction · tools-only bundle

    Step-by-step guide for building goal-driven agents. Creates package structure, defines goals, adds nodes, connects edges, and finalizes agent class. Use when actively building an agent.
    7 repo stars
30. ▌
    Vercel Local Dev Loop · tools-only bundle

    Configure Vercel local development with hot reload and testing. Use when setting up a development environment, configuring test workflows, or establishing a fast iteration cycle with Vercel. Trigger with phrases like "vercel dev setup", "vercel local development", "vercel dev environment", "develop with vercel".
    7 repo stars
31. ▌
    HTTP Request · tools-only bundle

    发起 HTTP 网络请求，支持 GET、POST、PUT、DELETE、PATCH 方法。当用户需要调用 API、获取网页内容、发送数据到服务器时使用。
    7 repo stars
32. ▌
    Regression Root Cause Analyzer · tools-only bundle

    Locate root causes of failing regression tests by analyzing code changes, error messages, and test dependencies. Use when regression tests start failing after code changes, investigating test failures in CI/CD, debugging flaky tests, or understanding why previously passing tests now fail. Analyzes git diffs, stack traces, test output, and dependency changes to produce structured markdown reports ranking likely causes. Triggers when users ask to find why tests are failing, debug regression failures, investigate test breakage, or analyze failing test suites.
    7 repo stars
33. ▌
    Go · tools-only bundle

    Guide for how to develop Go apps and modules/libraries. Always use this skill when reading or writing Go code.
    7 repo stars
34. ▌
    Prp Generator · tools-only bundle

    Generate comprehensive Product Requirement Plans (PRPs) for feature implementation with thorough codebase analysis and external research. Use when the user requests a PRP, PRD, or detailed implementation plan for a new feature. Conducts systematic research, identifies patterns, and creates executable validation gates for one-pass implementation success. Do NOT use for client discovery, requirements gathering, or scope definition - use scope-clarifier for those.
    7 repo stars
35. ▌
    Hive Patterns · tools-only bundle

    Best practices, patterns, and examples for building goal-driven agents. Includes client-facing interaction, feedback edges, judge patterns, fan-out/fan-in, context management, and anti-patterns.
    7 repo stars
36. ▌
    Dspy Custom Module Design · tools-only bundle

    This skill should be used when the user asks to "create custom DSPy module", "design a DSPy module", "extend dspy.Module", "build reusable DSPy component", mentions "custom module patterns", "module serialization", "stateful modules", "module testing", or needs to design production-quality custom DSPy modules with proper architecture, state management, and testing.
    7 repo stars
37. ▌
    Backend Endpoint · tools-only bundle

    Create REST/GraphQL API endpoint with validation, error handling, and tests. Auto-invoke when user says "add endpoint", "create API", "new route", or "add route".
    7 repo stars
38. ▌
    Vercel Load Scale · tools-only bundle

    Implement Vercel load testing, auto-scaling, and capacity planning strategies. Use when running performance tests, configuring horizontal scaling, or planning capacity for Vercel integrations. Trigger with phrases like "vercel load test", "vercel scale", "vercel performance test", "vercel capacity", "vercel k6", "vercel benchmark".
    7 repo stars
39. ▌
    Supabase Load Scale · tools-only bundle

    Implement Supabase load testing, auto-scaling, and capacity planning strategies. Use when running performance tests, configuring horizontal scaling, or planning capacity for Supabase integrations. Trigger with phrases like "supabase load test", "supabase scale", "supabase performance test", "supabase capacity", "supabase k6", "supabase benchmark".
    7 repo stars
40. ▌
    Spring Boot Dependency Injection · tools-only bundle

    Provides dependency injection patterns for Spring Boot projects covering constructor-first patterns, optional collaborator handling, bean selection, and validation practices. Use when configuring beans, wiring dependencies, or troubleshooting injection issues.
    7 repo stars
41. ▌
    Service Builder · tools-only bundle

    Build pure, interface-agnostic services with injected dependencies for Next.js/Supabase applications. Use when creating business logic, CRUD services, or data access layers ('create a service', 'build the project service', 'add a delete method', 'write the data access layer'). Services work across server actions, MCP tools, CLI commands, and tests. Do NOT use for server actions (use server-action-builder), forms (use react-form-builder), or database schemas (use postgres-expert).
    7 repo stars
42. ▌
    Framework Migration Assistant · tools-only bundle

    Automatically migrate Python web applications between frameworks (Flask → FastAPI, Django → FastAPI). Use when you need to migrate an existing web application to a modern framework while preserving functionality. The skill analyzes the codebase, updates routes, handlers, configuration, dependency injection patterns, and tests. Creates git commits for each migration phase and generates a comprehensive summary of all changes. Supports automatic dependency updates, code transformations, and test adaptations.
    7 repo stars
43. ▌
    Langchain Local Dev Loop · tools-only bundle

    Configure LangChain local development workflow with hot reload and testing. Use when setting up development environment, configuring test fixtures, or establishing a rapid iteration workflow for LangChain apps. Trigger with phrases like "langchain dev setup", "langchain local development", "langchain testing", "langchain development workflow".
    7 repo stars
44. ▌
    Langchain CI Integration · tools-only bundle

    Configure LangChain CI/CD integration with GitHub Actions and testing. Use when setting up automated testing, configuring CI pipelines, or integrating LangChain tests into your build process. Trigger with phrases like "langchain CI", "langchain GitHub Actions", "langchain automated tests", "CI langchain", "langchain pipeline".
    7 repo stars
45. ▌
    Conducting Chaos Engineering · tools-only bundle

    This skill enables Claude to design and execute chaos engineering experiments to test system resilience. It is used when the user requests help with failure injection, latency simulation, resource exhaustion testing, or resilience validation. The skill is triggered by discussions of chaos experiments (GameDays), failure injection strategies, resilience testing, and validation of recovery mechanisms like circuit breakers and retry logic. It leverages tools like Chaos Mesh, Gremlin, Toxiproxy, and AWS FIS to simulate real-world failures and assess system behavior.
    7 repo stars
46. ▌
    Deprecated API Updater · tools-only bundle

    Identify and replace deprecated API usage in source code with modern alternatives. Use when: (1) Modernizing legacy codebases, (2) Upgrading framework versions (React, Django, Spring, etc.), (3) Fixing deprecation warnings in build output, (4) Preparing for major version upgrades, (5) Ensuring code uses current best practices. Supports Python, JavaScript/TypeScript, Java, and other major languages with both AST-based detection and pattern matching for accurate identification and automated replacement with validation.
    7 repo stars
47. ▌
    Tdd Methodology Expert · tools-only bundle

    Use proactively when you need to implement features or fix bugs using strict Test-Driven Development (TDD) methodology. This agent should be activated for any coding task that requires writing new functionality, refactoring existing code, or ensuring comprehensive test coverage, but should not be used for any design-related tasks. The agent excels at breaking down complex requirements into testable increments and maintaining high code quality through disciplined TDD cycles. Use this agent proactively or if the user mentions 'TDD', 'tdd' or 'Test Driven Development'.
    7 repo stars
48. ▌
    Gamma Local Dev Loop · tools-only bundle

    Set up efficient local development workflow for Gamma. Use when configuring hot reload, mock responses, or optimizing your Gamma development experience. Trigger with phrases like "gamma local dev", "gamma development setup", "gamma hot reload", "gamma mock", "gamma dev workflow".
    7 repo stars
49. ▌
    Go Web Expert · tools-only bundle

    Comprehensive Go web development persona enforcing zero global state, explicit error handling, input validation, testability, and documentation conventions. Use when building Go web applications to ensure production-quality code from the start.
    7 repo stars
50. ▌
    Optimize Agent Docs · tools-only bundle

    Build a retrieval-optimized knowledge layer over agent documentation in dotfiles (.claude, .codex, .cursor, .aider). Use when asked to "optimize docs", "improve agent knowledge", "make docs more efficient", or when documentation has accumulated and retrieval feels inefficient. Generates a manifest mapping task-contexts to knowledge chunks, optimizes information density, and creates compiled artifacts for efficient agent consumption.
    7 repo stars
51. ▌
    Dagster Best Practices · tools-only bundle

    Expert guidance for Dagster data orchestration including assets, resources, automation, testing, ETL patterns, and project structure. Use when deciding how to structure projects, choosing automation methods, designing assets, or understanding Dagster patterns and best practices.
    7 repo stars
52. ▌
    Clawdbot Release Check · tools-only bundle

    Check for new clawdbot releases and notify once per new version.
    7 repo stars
53. ▌
    Tdd Strict · tools-only bundle

    Erzwingt striktes Test-Driven Development mit Red-Green-Refactor Zyklus. Blockiert Code-Generierung ohne vorherige Tests. Dokumentiert 13 ungueltige Rationalisierungen. Aktivieren bei neuen Features, Bug Fixes, Refactoring.
    7 repo stars
54. ▌
    Openevidence Local Dev Loop · tools-only bundle

    Set up local development environment for OpenEvidence integration. Use when configuring development workflow, setting up testing environment, or creating a rapid iteration loop for clinical AI development. Trigger with phrases like "openevidence dev setup", "openevidence local", "openevidence development", "openevidence testing environment".
    7 repo stars
55. ▌
    AWS Sdk Java V2 Bedrock · tools-only bundle

    Provides Amazon Bedrock patterns using AWS SDK for Java 2.x. Use when working with foundation models (listing, invoking), text generation, image generation, embeddings, streaming responses, or integrating generative AI with Spring Boot applications.
    7 repo stars
56. ▌
    Error Explanation Generator · tools-only bundle

    Explains test failures and provides actionable debugging guidance. Use when tests fail (unit, integration, E2E), builds fail, or code throws errors. Analyzes error messages, stack traces, and test output to identify root causes and suggest concrete fixes. Handles pytest, jest, junit, mocha, vitest, selenium, cypress, playwright, and other testing frameworks across Python, JavaScript/TypeScript, Java, Go, and other languages.
    7 repo stars
57. ▌
    Agent Expert · tools-only bundle

    Use this agent when creating specialized Claude Code agents for the claude-code-templates components system. Specializes in agent design, prompt engineering, domain expertise modeling, and agent best practices. Examples: <example> Context: User wants to create a new specialized agent. user: 'I need to create an agent that specializes in React performance optimization' assistant: 'I'll use the agent-expert agent to create a comprehensive React performance agent with proper domain expertise and practical examples' <commentary>Since the user needs to create a specialized agent, use the agent-expert agent for proper agent structure and implementation.</commentary> </example> <example> Context: User needs help with agent prompt design. user: 'How do I create an agent that can handle both frontend and backend security?' assistant: 'Let me use the agent-expert agent to design a full-stack security agent with proper domain boundaries and expertise areas' <commentary>The user needs agent development help, so use the a
    7 repo stars
58. ▌
    Referral Program · tools-only bundle

    When the user wants to design a referral or affiliate program -- including reward structures, referral mechanics, two-sided incentives, or partner programs. Also use when the user says "refer a friend," "referral reward," "affiliate program," "ambassador program," or "referral ROI." For viral loop design, see viral-loops. For growth loops, see growth-loops.
    7 repo stars
59. ▌
    Pufferlib · tools-only bundle

    High-performance reinforcement learning framework optimized for speed and scale. Use when you need fast parallel training, vectorized environments, multi-agent systems, or integration with game environments (Atari, Procgen, NetHack). Achieves 2-10x speedups over standard implementations. For quick prototyping or standard algorithm implementations with extensive documentation, use stable-baselines3 instead.
    7 repo stars
60. ▌
    Geniml · tools-only bundle

    This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis (scEmbed), building consensus peaks (universes), or any ML-based analysis of genomic regions. Applies to BED file collections, scATAC-seq data, chromatin accessibility datasets, and region-based genomic feature learning.
    7 repo stars
61. ▌
    In Product Messaging · tools-only bundle

    When the user wants to design in-product messages -- including tooltips, banners, modals, slideouts, or notification bells -- without annoying users. Also use when the user says "in-app messages," "product announcements," "nudges," "contextual help," or "message frequency." For upgrade prompts specifically, see paywall-upgrade-cro. For feature launches, see feature-adoption.
    7 repo stars
62. ▌
    Skip Reflect · tools-only bundle

    Discard queued learnings without processing
    7 repo stars
63. ▌
    Caching HTTP Caching · tools-only bundle

    Browser and HTTP cache layer optimization using cache headers, conditional requests, and validation strategies
    7 repo stars
64. ▌
    Engineering Code Quality · tools-only bundle

    Code quality metrics, maintainability principles, SOLID design, code smells detection, and quality measurement
    7 repo stars
65. ▌
    Rsn Problem Solver · tools-only bundle

    Coordinates perceiving and thinking skills to solve complex problems. Iterates between gathering information (perceiving) and reasoning about it (thinking) until a confident conclusion is reached. Use proactively for multi-step analysis, diagnosis, decisions, or any problem requiring both information gathering and reasoning.
    7 repo stars
66. ▌
    Sys Defining Goals · tools-only bundle

    Transforms business strategy (canvas) or natural language into a single measurable goal. Classifies input, extracts intent, derives target using formulas, writes goal file. Does NOT decompose - use sys-decomposing-goals for hierarchy.
    7 repo stars
67. ▌
    Anthropologist Analyst · tools-only bundle

    Analyzes events through anthropological lens using cultural analysis, ethnographic methods, kinship and social organization, symbolic systems, ritual and practice, and comparative ethnology. Provides insights on cultural meanings, social practices, symbolic structures, cultural change, and cross-cultural patterns. Use when: Cultural conflicts, identity issues, ritual significance, symbolic meanings, cultural change, cross-cultural comparison. Evaluates: Cultural systems, symbolic meanings, social practices, kinship structures, cultural adaptation, power-culture nexus.
    7 repo stars
68. ▌
    Ps Solution Architect · tools-only bundle

    PS Solution Architect. Metadata design, declarative automation (Flows), security model (permissions, sharing), testing strategy coordination, and architecture documentation with Mermaid diagrams. Self-sufficient with web search for Salesforce documentation.
    7 repo stars
69. ▌
    Fnd R Scoring Problems · tools-only bundle

    Scores problem severity, frequency, and willingness to pay. Use when ranking problems, validating problem-solution fit, assessing pain intensity, or prioritizing which problems to solve.
    7 repo stars
70. ▌
    Sys Decomposing Goals · tools-only bundle

    Decomposes a goal into subgoals using top-down derivation formulas. Creates linked goal hierarchy with parent-child relationships. Recursively breaks business goals into system, operational, and tactical goals.
    7 repo stars
71. ▌
    Util Youtube Analyzer · tools-only bundle

    Analyze YouTube videos by extracting and processing transcripts. Triggers when user provides a YouTube URL (youtube.com, youtu.be) or asks to analyze, summarize, or extract insights from a YouTube video. Supports both existing captions and local AI transcription via whisper-cpp. Useful for learning from Dreamforce talks, Trail Together sessions, and Salesforce tutorials.
    7 repo stars
72. ▌
    Side Effect Analyzer · tools-only bundle

    Searches for bugs in unmodified code caused by behavioral changes in the patch
    7 repo stars
73. ▌
    Cloud GCP Compute · tools-only bundle

    Google Cloud compute services including Compute Engine, Cloud Run, and GKE
    7 repo stars
74. ▌
    Audio Mixer · tools-only bundle

    AI-powered audio mixing that balances voice, music, and effects...
    7 repo stars
75. ▌
    Nlp Engineer · tools-only bundle

    Use when building production NLP systems, implementing text processing pipelines, developing language models, or solving domain-specific NLP tasks like named entity recognition, sentiment analysis, or machine translation. Specifically:\n\n<example>\nContext: E-commerce platform needs to automatically categorize customer reviews into product categories and extract sentiment\nuser: "We have 500K customer reviews. Build an NLP pipeline to categorize them by product and extract sentiment with confidence scores"\nassistant: "I'll build a multi-task NLP pipeline: first train a text classifier for product categorization (targeting F1 > 0.88), then implement sentiment analysis with aspect-based capabilities. Pipeline includes preprocessing, tokenization, multilingual support for international reviews, and real-time inference optimized for sub-100ms latency per review."\n<commentary>\nInvoke nlp-engineer when you need to build end-to-end production NLP pipelines combining multiple tasks (classification, extraction, se
    7 repo stars
76. ▌
    Geepers A11Y · tools-only bundle

    Agent for accessibility audits, WCAG compliance review, assistive technol...
    7 repo stars
77. ▌
    Risk Manager · tools-only bundle

    Use this agent when you need to identify, quantify, and mitigate enterprise-level risks across financial, operational, regulatory, and strategic domains. Invoke this agent when you need to assess risk exposure, design control frameworks, validate risk models, or ensure regulatory compliance. Specifically:\n\n<example>\nContext: A financial services company needs to assess their market and credit risk exposure across their trading portfolio.\nuser: "We need a comprehensive risk assessment for our trading desk. Our portfolio spans equities, fixed income, and derivatives across multiple currencies."\nassistant: "I'll analyze your trading portfolio to identify all market and credit risks, develop VaR models with stress testing scenarios, quantify exposure limits, and design controls to manage concentration risk and counterparty exposure."\n<commentary>\nUse the risk-manager when conducting enterprise risk assessments requiring quantification of financial exposures, stress testing, and regulatory compliance valida
    7 repo stars
78. ▌
    Free Tool Strategy · tools-only bundle

    When the user wants to plan a free tool for acquisition -- including calculators, analyzers, generators, or interactive resources as an engineering-as-marketing strategy. Also use when the user says "free tool," "engineering as marketing," "lead magnet tool," "free calculator," or "SEO tool." For viral growth, see viral-loops. For PLG strategy, see plg-strategy.
    7 repo stars
79. ▌
    Product Led Sales · tools-only bundle

    When the user wants to layer sales onto a PLG motion, build PQL scoring, design sales handoffs from product usage signals, or plan a hybrid PLG + sales model. Also use when the user says "product-led sales," "PQL," "PQA," "when to add sales to PLG," or "enterprise PLG." For broader PLG strategy, see plg-strategy. For expansion revenue, see expansion-revenue.
    7 repo stars
80. ▌
    Neuropixels Analysis · tools-only bundle

    Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for Neuropixels 1.0/2.0 extracellular electrophysiology. Use when working with neural recordings, spike sorting, extracellular electrophysiology, or when the user mentions Neuropixels, SpikeGLX, Open Ephys, Kilosort, quality metrics, or unit curation.
    7 repo stars
81. ▌
    Iso 13485 Certification · tools-only bundle

    Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing documentation, (2) creating Quality Manuals, (3) developing required procedures and work instructions, (4) preparing Medical Device Files, (5) understanding ISO 13485 requirements, or (6) identifying missing documentation for medical device certification. Also use when users mention medical device regulations, QMS certification, FDA QMSR, EU MDR, or need help with quality system documentation.
    7 repo stars
82. ▌
    Umap Learn · tools-only bundle

    UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.
    7 repo stars
83. ▌
    Pytorch Lightning · tools-only bundle

    Deep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data pipelines, callbacks, logging (W&B, TensorBoard), distributed training (DDP, FSDP, DeepSpeed), for scalable neural network training.
    7 repo stars
84. ▌
    Hypogenic · tools-only bundle

    Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights with data-driven hypothesis testing. For manual hypothesis formulation use hypothesis-generation; for creative ideation use scientific-brainstorming.
    7 repo stars
85. ▌
    Transformers · tools-only bundle

    This skill should be used when working with pre-trained transformer models for natural language processing, computer vision, audio, or multimodal tasks. Use for text generation, classification, question answering, translation, summarization, image classification, object detection, speech recognition, and fine-tuning models on custom datasets.
    7 repo stars
86. ▌
    Scvi Tools · tools-only bundle

    Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI, MultiVI). Best for advanced modeling, batch effects, multimodal data. For standard analysis pipelines use scanpy.
    7 repo stars
87. ▌
    Board Review · tools-only bundle

    Quick board review - get expert opinions from 5 directors without full deliberation
    7 repo stars
88. ▌
    Audit Report · tools-only bundle

    Generate comprehensive security audit report
    7 repo stars
89. ▌
    Taskwarrior Protocol · tools-only bundle

    Manually enforce complete Taskwarrior integration protocol with full task lifecycle management and time tracking
    7 repo stars
90. ▌
    Blog Management · tools-only bundle

    Managing Cyril's Workshop blog posts and devblog via API - creating, editing, publishing, and updating content programmatically
    7 repo stars
91. ▌
    Idea Generator · tools-only bundle

    Generate viral video ideas from your builds, trending topics, and audience interests with data-driven content strategy
    7 repo stars
92. ▌
    Scene Patterns · tools-only bundle

    Mapping from scene purposes to specific animation implementations
    7 repo stars
93. ▌
    Postgres Best Practices Supabase · tools-only bundle

    Supabase-specific Postgres patterns including auth.uid(), RLS policies, Edge Functions, and MCP server integration.
    7 repo stars
94. ▌
    Generate Hooks · tools-only bundle

    Produce hook scripts from discovered anti-patterns — drafts by default, --install writes to settings
    7 repo stars
95. ▌
    Skill Creation · tools-only bundle

    Creating new atomic skills for the skills system
    7 repo stars
96. ▌
    Security Security Rules · tools-only bundle

    40+ opinionated secure coding rules covering input validation, authentication, secrets management, and common vulnerabilities. Actionable best practices.
    7 repo stars
97. ▌
    Llms Maintainer · tools-only bundle

    LLMs.txt roadmap file generator and maintainer. Use PROACTIVELY after build completion, content changes, or when implementing AEO (AI Engine Optimization). Scans site structure and updates AI crawler navigation.
    7 repo stars
98. ▌
    General Purpose · tools-only bundle

    Default agent for handling complex, multi-step tasks with automatic delegation capabilities
    7 repo stars
99. ▌
    Content Curator · tools-only bundle

    Obsidian content curation and quality specialist. Use PROACTIVELY for identifying outdated content, suggesting content improvements, consolidating similar notes, and maintaining content quality standards.
    7 repo stars
100. ▌
     Vault Optimizer · tools-only bundle

     Obsidian vault performance optimization specialist. Use PROACTIVELY for analyzing vault performance, optimizing file sizes, managing large attachments, and improving search indexing.
     7 repo stars