madappgang
265 verified skills34,428 total stars
claudish-usage
CRITICAL - Guide for using Claudish CLI ONLY through sub-agents to run Claude Code with any AI model (OpenRouter, Gemini, OpenAI, local models). NEVER run Claudish directly in main context unless user explicitly requests it. Use when user mentions external AI models, Claudish, OpenRouter, Gemini, OpenAI, Ollama, or alternative models. Includes mandatory sub-agent delegation patterns, agent selection guide, file-based instructions, and strict rules to prevent context window pollution.
tools706
claudish-usage
CRITICAL - Guide for using Claudish CLI ONLY through sub-agents to run Claude Code with any AI model (OpenRouter, Gemini, OpenAI, local models). NEVER run Claudish directly in main context unless user explicitly requests it. Use when user mentions external AI models, Claudish, OpenRouter, Gemini, OpenAI, Ollama, or alternative models. Includes mandatory sub-agent delegation patterns, agent selection guide, file-based instructions, and strict rules to prevent context window pollution.
tools706
tanstack-router
TanStack Router patterns for type-safe, file-based routing. Covers installation, route configuration, typed params/search, layouts, and navigation. Use when setting up routes, implementing navigation, or configuring route loaders.
tools248
debugger-detective
⚡ Debugging skill. Best for: 'why is X broken', 'find bug source', 'root cause analysis', 'trace error', 'debug issue'. Uses claudemem AST with context command for efficient call chain analysis.
development248
openrouter-trending-models
Fetch trending programming models from OpenRouter rankings. Use when selecting models for multi-model review, updating model recommendations, or researching current AI coding trends. Provides model IDs, context windows, pricing, and usage statistics from the most recent week.
testing248
error-handling
Use when implementing custom error classes, error middleware, structured logging, retry logic, or graceful shutdown patterns in backend applications.
development248
ab-testing-patterns
A/B testing methodology for cold email optimization
testing248
adr-documentation
Architecture Decision Records (ADR) documentation practice. Use when documenting architectural decisions, recording technical trade-offs, creating decision logs, or establishing architectural patterns. Trigger keywords - "ADR", "architecture decision", "decision record", "trade-offs", "architectural decision", "decision log".
testing248
agent-coordination-discipline
Use when deciding whether to launch an agent, selecting which agent to use, or coordinating multiple agents. Covers delegation criteria, external-model patterns, task isolation, and agent selection strategies.
testing248
analytics-interpretation
Interpret GA4 and GSC data with benchmarks, status indicators, and actionable insights
data-ai248
api-integration
Use when integrating Apidog + OpenAPI specifications with your React app. Covers MCP server setup, type generation, and query layer integration. Use when setting up API clients, generating types from OpenAPI, or integrating with Apidog MCP.
tools248
api-spec-analyzer
Analyzes API documentation from OpenAPI specs to provide TypeScript interfaces, request/response formats, and implementation guidance. Use when implementing API integrations, debugging API errors (400, 401, 404), replacing mock APIs, verifying data types, or when user mentions endpoints, API calls, or backend integration.
development248
architect-detective
Use when analyzing architecture and system design. Find design patterns, map layers, identify core abstractions via PageRank. Uses claudemem AST structural analysis for efficient architecture investigation.
testing248
audit
On-demand security and code quality audit. Use when checking for vulnerabilities, security issues, code smells, or compliance problems. Trigger keywords - "audit", "security check", "vulnerability scan", "code quality", "compliance", "security audit".
development248
auth-patterns
Use when implementing authentication (JWT, sessions, OAuth), authorization (RBAC, ABAC), password hashing, MFA, or security best practices for backend services.
development248
batching-patterns
Batch all related operations into single messages for maximum parallelism and performance. Use when launching multiple agents, reading multiple files, running parallel searches, optimizing workflow speed, or avoiding sequential execution bottlenecks. Trigger keywords - "batching", "parallel", "single message", "golden rule", "concurrent", "performance", "sequential bottleneck", "speed optimization".
development248
brainstorming
Collaborative ideation and planning with resilient multi-model exploration, consensus scoring, and adaptive confidence-based validation
data-ai248
browser-debugger
Systematically tests UI functionality, validates design fidelity with AI visual analysis, monitors console output, tracks network requests, and provides debugging reports using Chrome DevTools MCP. Use after implementing UI features, for design validation, when investigating console errors, for regression testing, or when user mentions testing, browser bugs, console errors, or UI verification.
tools248
browser-debugging
Systematically tests UI functionality, validates design fidelity with AI visual analysis, monitors console output, tracks network requests, and provides debugging reports using Chrome Extension MCP tools. Use after implementing UI features, for design validation, when investigating console errors, for regression testing, or when user mentions testing, browser bugs, console errors, or UI verification.
tools248
bunjs-apidog
Use when creating OpenAPI specs for Bun.js APIs, integrating with Apidog, documenting endpoints with schemas, or automating API specification imports via Apidog REST API. See bunjs for basics.
development248
bunjs-architecture
Use when implementing clean architecture (routes/controllers/services/repositories), establishing camelCase conventions, designing Prisma schemas, or planning structured workflows for Bun.js applications. See bunjs for basics, bunjs-production for deployment.
devops248
bunjs-production
Use when deploying Bun.js to production, containerizing with Docker, setting up AWS ECS/Fargate, implementing Redis caching, hardening security, or configuring CI/CD pipelines. See bunjs for basics, bunjs-architecture for patterns.
testing248
campaign-metrics
Cold email campaign KPIs, benchmarks, and diagnostic patterns
data-ai248
claudemem-orchestration
Use when orchestrating multi-agent code analysis with claudemem. Run claudemem once, share output across parallel agents. Enables parallel investigation, consensus analysis, and role-based command mapping.
development248
claudish-usage
CRITICAL - Guide for using Claudish CLI ONLY through sub-agents to run Claude Code with OpenRouter models (Grok, GPT-5, Gemini, MiniMax). NEVER run Claudish directly in main context unless user explicitly requests it. Use when user mentions external AI models, Claudish, OpenRouter, or alternative models. Includes mandatory sub-agent delegation patterns, agent selection guide, file-based instructions, and strict rules to prevent context window pollution.
tools248
claudish-usage
CRITICAL - Guide for using Claudish CLI ONLY through sub-agents to run Claude Code with OpenRouter models (Grok, GPT-5, Gemini, MiniMax). NEVER run Claudish directly in main context unless user explicitly requests it. Use when user mentions external AI models, Claudish, OpenRouter, or alternative models. Includes mandatory sub-agent delegation patterns, agent selection guide, file-based instructions, and strict rules to prevent context window pollution.
tools248
claudish-usage
CRITICAL - Guide for using Claudish CLI ONLY through sub-agents to run Claude Code with OpenRouter models (Grok, GPT-5, Gemini, MiniMax). NEVER run Claudish directly in main context unless user explicitly requests it. Use when user mentions external AI models, Claudish, OpenRouter, or alternative models. Includes mandatory sub-agent delegation patterns, agent selection guide, file-based instructions, and strict rules to prevent context window pollution.
tools248
test-skill
A test skill for validation testing. Use when testing skill parsing and validation logic.
testing248
release
Plugin release process for MAG Claude Plugins marketplace. Covers version bumping, marketplace.json updates, git tagging, and common mistakes. Use when releasing new plugin versions or troubleshooting update issues.
tools248
code-search-selector
💡 Tool selector for code search tasks. Helps choose between semantic search (claudemem) and native tools (Grep/Glob) based on query type. Semantic search recommended for: 'how does X work', 'find all', 'audit', 'investigate', 'architecture'.
tools248
content-optimizer
On-page SEO optimization techniques including keyword density, meta tags, heading structure, and readability. Use when optimizing existing content or validating new content against SEO requirements.
data-ai248
css-modules
CSS Modules with Lightning CSS and PostCSS for component-scoped styling. Covers *.module.css patterns, TypeScript integration, Vite configuration, and composition. Use when building complex animations, styling third-party components, or migrating legacy CSS.
development248
context-detection
Use when detecting project technology stack from files/configs/directory structure, auto-loading framework-specific skills, or analyzing multi-stack fullstack projects (e.g., React + Go).
development248
core-principles
Use when planning new projects, onboarding, or reviewing architectural decisions. Core principles and project structure for React 19 SPA development. Covers stack overview, project organization, agent execution rules, and authoritative sources.
development248
data-extraction-patterns
Common patterns for extracting analytics data from GA4 and GSC with API handling
development248
debugging-strategies
Use when troubleshooting bugs, analyzing stack traces, using debugging tools (breakpoints, loggers), or applying systematic debugging methodology across any technology stack.
tools248
debug-mode
Enable, disable, and manage debug mode for agentdev sessions. Records all tool invocations, skill activations, hook triggers, and agent delegations to JSONL. Use when debugging agent behavior, optimizing workflows, or analyzing session performance.
tools248
deep-analysis
⚡ PRIMARY SKILL for: 'how does X work', 'investigate', 'analyze architecture', 'trace flow', 'find implementations'. PREREQUISITE: code-search-selector must validate tool choice. Launches codebase-detective with claudemem INDEXED MEMORY.
tools248
dependency-check
Check for required dependencies (Chrome DevTools MCP, OpenRouter API) before running commands that need them. Use at the start of /implement, /review, /validate-ui commands to provide helpful setup guidance.
tools248
developer-detective
⚡ Implementation analysis skill. Best for: 'how does X work', 'find implementation of', 'trace data flow', 'where is X defined', 'find all usages'. Uses claudemem AST with callers/callees for efficient code tracing.
development248
dingo
Use when working with Dingo meta-language for Go, implementing optionals/results, using generics shortcuts, or transpiling .dingo files to .go while maintaining Go compatibility.
development248
email-deliverability
Email deliverability best practices and troubleshooting
data-ai248
error-recovery
Handle errors, timeouts, and failures in multi-agent workflows. Use when dealing with external model timeouts, API failures, partial success, user cancellation, or graceful degradation. Trigger keywords - "error", "failure", "timeout", "retry", "fallback", "cancelled", "graceful degradation", "recovery", "partial success".
development248
final-cut-pro
Apple Final Cut Pro FCPXML format reference. Covers project structure, timeline creation, clip references, effects, and transitions. Use when generating FCP projects or understanding FCPXML structure.
tools248
gemini-api
Google Gemini 3 Pro Image API reference. Covers text-to-image, editing, reference images, aspect ratios, and error handling.
development248
golang
Use when building Go backend services, implementing goroutines/channels, handling errors idiomatically, writing tests with testify, or following Go best practices for APIs/CLI tools.
tools248
hooks-system
Comprehensive lifecycle hook patterns for Claude Code workflows. Use when configuring PreToolUse, PostToolUse, UserPromptSubmit, Stop, or SubagentStop hooks. Covers hook matchers, command hooks, prompt hooks, validation, metrics, auto-formatting, and security patterns. Trigger keywords - "hooks", "PreToolUse", "PostToolUse", "lifecycle", "tool matcher", "hook template", "auto-format", "security hook", "validation hook".
tools248
implement
Execute tasks from track plan with TDD workflow and git commit integration
tools248
investigate
Unified entry point for code investigation. Auto-routes to specialized detective based on query keywords. Use when investigation type is unclear or for general exploration.
development248
linear-integration
Linear API patterns and examples for autopilot. Includes authentication, webhooks, issue CRUD, state transitions, file attachments, and comment handling.
development248
status
Show active tracks, progress, current tasks, and blockers
tools248
mcp-standards
MCP server standardization patterns for Claude Code plugins. Use when implementing MCP servers, designing tool interfaces, configuring MCP transports, or standardizing MCP naming conventions. Trigger keywords - "MCP", "MCP server", "MCP tools", "MCP transport", "tool naming", "MCP configuration".
tools248
react-typescript
Modern React 19+ patterns with TypeScript including function components, hooks, state management, TanStack Query integration, form handling with Zod, error boundaries, and performance optimization. Use when building React applications, implementing components, or setting up state management.
development248
model-tracking-protocol
MANDATORY tracking protocol for multi-model validation. Creates structured tracking tables BEFORE launching models, tracks progress during execution, and ensures complete results presentation. Use when running 2+ external AI models in parallel. Trigger keywords - "multi-model", "parallel review", "external models", "consensus", "model tracking".
data-ai248
multi-model-validation
Run multiple AI models in parallel for 3-5x speedup with ENFORCED performance statistics tracking. Use when validating with Grok, Gemini, GPT-5, DeepSeek, MiniMax, Kimi, GLM, or Claudish proxy for code review, consensus analysis, or multi-expert validation. NEW in v3.2.0 - Direct API prefixes (mmax/, kimi/, glm/) for cost savings. Includes dynamic model discovery via `claudish --top-models` and `claudish --free`, session-based workspaces, and Pattern 7-8 for tracking model performance. Trigger keywords - "grok", "gemini", "gpt-5", "deepseek", "minimax", "kimi", "glm", "claudish", "multiple models", "parallel review", "external AI", "consensus", "multi-model", "model performance", "statistics", "free models".
development248
optimize
On-demand performance and optimization analysis. Use when identifying bottlenecks, improving build times, reducing bundle size, or optimizing code performance. Trigger keywords - "optimize", "performance", "bottleneck", "bundle size", "build time", "speed up".
development248
performance-tracking
Track agent, skill, and model performance metrics for optimization. Use when measuring agent success rates, tracking model latency, analyzing routing effectiveness, or optimizing cost-per-task. Trigger keywords - "performance", "metrics", "tracking", "success rate", "agent performance", "model latency", "cost tracking", "optimization", "routing metrics".
data-ai248
proof-of-work
Proof artifact generation patterns for task validation. Covers screenshots, test results, deployments, and confidence scoring.
testing248
react-patterns
Use when implementing React 19 features, optimizing components, or choosing between Actions vs TanStack Query for mutations. Covers React Compiler optimization, Server Actions, Forms, and new hooks.
development248
ui-implement
Patterns for implementing UI improvements based on design analysis. Works with review documents from dev:ui-analyse or /dev:ui command. Includes Anti-AI design rules and visual verification.
development248
revert
Git-aware logical undo at track, phase, or task level with confirmation gates
tools248
rust
Use when building Axum applications, implementing type-safe handlers, working with SQLx, setting up error handling with thiserror, or writing Rust backend services.
development248
schema-markup
Schema.org markup implementation patterns for rich results. Use when adding structured data to content for enhanced SERP appearances.
data-ai248
schemas
YAML frontmatter schemas for Claude Code agents and commands. Use when creating or validating agent/command files.
development248
search-interceptor
💡 Bulk file read optimizer. Suggests semantic search alternatives when reading multiple files. Helps reduce token usage by using claudemem's ranked results instead of sequential file reads.
tools248
session-isolation
Use when orchestrating workflows that generate multiple files (designs, reviews, reports) to prevent file collisions across concurrent or sequential sessions with unique session directories.
business248
shadcn-ui
shadcn/ui component library patterns. Covers CLI usage, installation, component categories, theming with CSS variables, dark mode setup, and integration with React Hook Form + Zod. Use when adding UI components, setting up design systems, or implementing forms with shadcn/ui.
tools248
shadcn-ui
Use when implementing UI components with shadcn/ui. Covers component installation, configuration with Vite/TanStack Router, CLI commands, and integration with Tailwind CSS.
tools248
state-management
Use when choosing state management solutions, implementing global stores (Zustand, Pinia), managing server state (TanStack Query), or handling URL state in frontend applications across React and Vue.
development248
statusline-customization
Configuration reference and troubleshooting for the statusline plugin — sections, themes, bar widths, and script architecture
tools248
systematic-debugging
Use when debugging failures, errors, or unexpected behavior. Covers root cause investigation, data flow tracing, hypothesis-driven debugging, and fix verification to prevent trial-and-error approaches.
development248
tag-command-mapping
How tag-to-command routing works in autopilot. Defines default mappings, precedence rules, and customization patterns.
tools248
tanstack-router
Use when setting up routes, implementing navigation, or configuring route loaders. TanStack Router patterns for type-safe, file-based routing. Covers installation, route configuration, typed params/search, layouts, and navigation.
tools248
task-routing
Use BEFORE delegating any complex task to a subagent. Contains the routing table that maps task patterns to the correct specialized agent. MUST be consulted before using the Task tool for delegation decisions. Trigger keywords - "delegate", "subagent", "agent", "research", "implement", "investigate", "debug", "architect".
tools248
technical-audit
Technical SEO audit methodology including crawlability, indexability, and Core Web Vitals analysis. Use when auditing pages or sites for technical SEO issues.
development248
test-coverage
On-demand test coverage analysis. Use when identifying untested code, finding test gaps, measuring coverage metrics, or improving test quality. Trigger keywords - "test coverage", "coverage report", "untested code", "test gaps", "missing tests", "coverage metrics".
development248
testing-frontend
Use when writing component tests, testing user interactions, mocking APIs, or setting up Vitest/React Testing Library/Vue Test Utils for frontend applications.
development248
testing-strategies
Use when writing tests, setting up test frameworks, implementing mocking strategies, or establishing testing best practices (unit, integration, E2E) across any technology stack.
development248
tooling-setup
Use when setting up new projects or updating tool configurations. Configures Vite, TypeScript, Biome, and Vitest for React 19 projects. Covers build configuration, strict TypeScript setup, linting/formatting, and testing infrastructure.
tools248
ui-analyse
UI visual analysis patterns using Gemini 3 Pro Preview multimodal capabilities. Analysis-only - no code changes. Use dev:ui-implement for applying improvements. Includes provider detection, prompting patterns, and severity guidelines.
development248
ultrathink-detective
⚡ Comprehensive analysis skill. Best for: 'comprehensive audit', 'deep analysis', 'full codebase review', 'multi-perspective investigation', 'complex questions'. Combines all perspectives (architect+developer+tester+debugger). Uses Opus model with full claudemem AST analysis.
development248
universal-patterns
Use when implementing language-agnostic patterns like layered architecture, dependency injection, error handling, or code organization principles across any technology stack.
development248
verification-before-completion
Use when claiming task completion or marking items as done. Covers completion evidence requirements, verification methods, and anti-rationalization patterns.
data-ai248
worktree-lifecycle
Use when starting isolated feature work or before executing implementation plans. Manages full worktree lifecycle from creation through cleanup with safety checks and error recovery.
testing248
xml-standards
XML tag structure patterns for Claude Code agents and commands. Use when designing or implementing agents to ensure proper XML structure following Anthropic best practices.
development248
state-machine
Task lifecycle state transitions with validation gates. Defines states, triggers, and required proofs.
tools248
claudemem-search
⚡ PRIMARY TOOL for semantic code search AND structural analysis. NEW: AST tree navigation with map, symbol, callers, callees, context commands. PageRank ranking. Recommended workflow: Map structure first, then search semantically, analyze callers before modifying.
tools248
new-track
Create development track with spec and hierarchical plan through interactive Q&A
development248
bunjs
Use when building Bun.js/Hono applications, implementing HTTP endpoints, setting up Prisma/SQLite, writing Zod validation, or using Bun's test runner. See bunjs-architecture for layered patterns, bunjs-production for deployment.
development248
golang-performance
Use when profiling Go applications (pprof), running benchmarks, optimizing memory/CPU usage, or debugging performance bottlenecks in production Go code.
development248
design-references
Predefined design system references for UI reviews. Includes Material Design 3, Apple Human Interface Guidelines, Tailwind UI, Ant Design, and Shadcn/ui. Use when conducting design reviews against established design systems.
documentation248
documentation-standards
Use when writing README files, API documentation, user guides, or technical documentation following industry standards from Google, Microsoft, and GitLab style guides.
development248
vue-typescript
Use when building Vue 3 applications with TypeScript, implementing Composition API components, setting up Pinia stores, or working with Vue Router. Covers script setup, composables, and reactive state.
development248
claudish-usage
CRITICAL - Guide for using Claudish CLI ONLY through sub-agents to run Claude Code with OpenRouter models (Grok, GPT-5, Gemini, MiniMax). NEVER run Claudish directly in main context unless user explicitly requests it. Use when user mentions external AI models, Claudish, OpenRouter, or alternative models. Includes mandatory sub-agent delegation patterns, agent selection guide, file-based instructions, and strict rules to prevent context window pollution.
tools248
router-query-integration
Use when setting up route loaders or optimizing navigation performance. Integrates TanStack Router with TanStack Query for optimal data fetching. Covers route loaders with query prefetching, ensuring instant navigation, and eliminating request waterfalls.
data-ai248
agent-enforcement
Multi-agent orchestration enforcement for /team command. Provides claudish CLI validation, validates session directory paths, and ensures /team internal Tasks use dev:researcher. Use when debugging /team orchestration failures.
tools248
hierarchical-coordinator
Prevent goal drift in long-running multi-agent workflows using a coordinator agent that validates outputs against original objectives at checkpoints. Use when orchestrating 3+ agents, multi-phase features, complex implementations, or any workflow where agents may lose sight of original requirements. Trigger keywords - "hierarchical", "coordinator", "anti-drift", "checkpoint", "validation", "goal-alignment", "decomposition", "phase-gate", "shared-state", "drift detection".
development248
multi-agent-coordination
Coordinate multiple agents in parallel or sequential workflows. Use when running agents simultaneously, delegating to sub-agents, switching between specialized agents, or managing agent selection. Trigger keywords - "parallel agents", "sequential workflow", "delegate", "multi-agent", "sub-agent", "agent switching", "task decomposition".
testing248
quality-gates
Implement quality gates, user approval, iteration loops, and test-driven development. Use when validating with users, implementing feedback loops, classifying issue severity, running test-driven loops, or building multi-iteration workflows. Trigger keywords - "approval", "user validation", "iteration", "feedback loop", "severity", "test-driven", "TDD", "quality gate", "consensus".
development248
task-external-models
Quick-reference for using external AI models in orchestration workflows. External models are invoked via Bash+claudish CLI (deterministic, 100% reliable). Use when confused about how to run external models, "claudish with Bash", "external model in /team", or "how to specify external model". Trigger keywords - "external model", "claudish", "Bash claudish", "external LLM", "model parameter".
tools248
link-strategy
Internal linking strategy and anchor text optimization patterns. Use when planning internal links or optimizing site structure.
tools248
performance-correlation
Correlate content attributes with GA4 and GSC metrics to identify performance drivers
content-media248
serp-analysis
SERP analysis techniques for intent classification, feature identification, and competitive intelligence. Use when analyzing search results for content strategy.
content-media248
skills/claudish-integration
# Claudish Integration Skill **Version:** 1.0.0 **Purpose:** Guide agents on how to query Claudish for OpenRouter model recommendations **Status:** Production Ready ## Overview This skill provides **standardized patterns** for Claude Code agents and commands to query Claudish for model recommendations. Instead of maintaining duplicate model lists, agents should query Claudish as the **single source of truth** for OpenRouter model data. **Key Principle:** Claudish owns the model list, agents
development248
help
Get help with Conductor - commands, usage examples, and best practices
tools248
tailwindcss
TailwindCSS v4 patterns with CSS-first configuration using @theme, @source, and modern CSS features. Covers design tokens, CSS variables, container queries, dark mode, and Vite integration. Use when configuring Tailwind, defining design tokens, or leveraging modern CSS with Tailwind utilities.
development248
patterns
Common agent patterns and templates for Claude Code. Use when implementing agents to follow proven patterns for Tasks integration, quality checks, and external model invocation via claudish CLI.
tools248
yaml-agent-format
YAML format for Claude Code agent definitions as alternative to markdown. Use when creating agents with YAML, converting markdown agents to YAML, or validating YAML agent schemas. Trigger keywords - "YAML agent", "agent YAML", "YAML format", "agent schema", "YAML definition", "convert to YAML".
development248
cross-plugin-detective
Use when integrating detective skills across plugins. Maps agent roles to appropriate detective skills (developer → developer-detective, architect → architect-detective). Reference this to connect agents with claudemem investigation capabilities.
tools248
tester-detective
⚡ Test analysis skill. Best for: 'what's tested', 'find test coverage', 'audit test quality', 'missing tests', 'edge cases'. Uses claudemem AST with callers analysis for efficient test discovery.
testing248
setup
Initialize Conductor with product.md, tech-stack.md, and workflow.md
tools248
api-design
Use when designing REST or GraphQL APIs, defining endpoints, implementing pagination/filtering, handling API versioning, or establishing API documentation with OpenAPI/Swagger.
development248
database-patterns
Use when designing database schemas, implementing repository patterns, writing optimized queries, managing migrations, or working with indexes and transactions for SQL/NoSQL databases.
data-ai248
python
Use when building FastAPI applications, implementing async endpoints, setting up Pydantic schemas, working with SQLAlchemy, or writing pytest tests for Python backend services.
development248
ui-design-review
Prompting patterns and review templates for UI design analysis with Gemini multimodal capabilities. Use when conducting design reviews, accessibility audits, or design system validation.
testing248
ui-style-format
UI design style file format specification with reference image support. Defines the schema for .claude/design-style.md and .claude/design-references/. Use when creating, validating, or parsing project design styles.
development248
test-driven-development
Use when writing production code. Enforces RED-GREEN-REFACTOR cycle: write failing test, make it pass, improve design. Prevents test-after development and ensures verified behavior.
development248
phase-enforcement
Evidence-based phase completion enforcement for /dev:feature. Use when orchestrating 8-phase feature development to ensure artifacts exist before phase completion, validation criteria are addressed, outer loops are enforced, and show-your-work requirements are met.
development248
tanstack-query
Comprehensive TanStack Query v5 patterns for async state management. Covers breaking changes, query key factories, data transformation, mutations, optimistic updates, authentication, testing with MSW, and anti-patterns. Use for all server state management, data fetching, and cache invalidation tasks.
development248
plugin-sdk-patterns
Unified patterns and templates for creating consistent Claude Code plugins. Use when creating new plugins, designing plugin architecture, implementing builder patterns, or standardizing plugin structure. Trigger keywords - "plugin SDK", "plugin template", "plugin pattern", "builder pattern", "plugin structure", "new plugin", "plugin architecture".
tools248
performance-security
Use when optimizing performance or reviewing security. Covers code-splitting, React Compiler patterns, asset optimization, a11y testing, and security hardening for React apps.
development248
tanstack-query
Use when managing server state with TanStack Query v5. Covers query key factories, data transformation, mutations, optimistic updates, authentication, testing with MSW, and best practices for async state management.
development248
ui-implementer
Implements UI components from scratch based on design references (Figma, screenshots, mockups) with intelligent validation and adaptive agent switching. Use when user provides a design and wants pixel-perfect UI implementation with design fidelity validation. Triggers automatically when user mentions Figma links, design screenshots, or wants to implement UI from designs.
data-ai248
sequence-best-practices
Email sequence design and optimization best practices
data-ai248
proxy-mode-reference
Reference guide for using external AI models via claudish CLI. Use when running multi-model reviews, understanding how /team invokes external models, or debugging external model integration issues. Includes routing prefixes for MiniMax, Kimi, GLM direct APIs.
tools248
task-complexity-router
Complexity-based task routing for optimal model selection and cost efficiency. Use when deciding which model tier to use, analyzing task complexity, optimizing API costs, or implementing tiered routing. Trigger keywords - "routing", "complexity", "model selection", "tier", "cost optimization", "haiku", "sonnet", "opus", "task analysis".
development248
task-orchestration
Track progress in multi-phase workflows with Tasks system. Use when orchestrating 5+ phase commands, managing iteration loops, tracking parallel tasks, or providing real-time progress visibility. Trigger keywords - "phase tracking", "progress", "workflow", "multi-step", "multi-phase", "tasks", "tracking", "status".
tools248
style-format
Style template format specification. Single markdown files that describe artistic direction.
development248
content-brief
Content brief template and creation methodology for SEO-optimized content. Use when preparing briefs for writers or planning new content pieces.
documentation248
keyword-cluster-builder
Techniques for expanding seed keywords and clustering by topic and intent. Use when building keyword lists, planning content calendars, or identifying topic clusters for pillar content strategy.
development248
ffmpeg-core
FFmpeg fundamentals for video/audio manipulation. Covers common operations (trim, concat, convert, extract), codec selection, filter chains, and performance optimization. Use when planning or executing video processing tasks.
development248
transcription
Audio/video transcription using OpenAI Whisper. Covers installation, model selection, transcript formats (SRT, VTT, JSON), timing synchronization, and speaker diarization. Use when transcribing media or generating subtitles.
development248
tools/claudeup-core/src/__tests__/fixtures/invalid-plugin/bad-frontmatter/skills/bad-skill
--- name: bad-skill description: This skill has invalid YAML in frontmatter allowed-tools: [invalid, array, syntax prerequisites: not-an-array --- # Bad Skill This skill has malformed frontmatter that should fail parsing. The YAML has: - Unclosed array bracket - Wrong type for prerequisites (should be array, not string)
tools248
tag-command-mapping
How tag-to-command routing works in autopilot. Defines default mappings, precedence rules, and customization patterns.
tools4
debug-ui
Visual UI debugging — screenshot capture and analysis, responsive layout checking at multiple viewport sizes, CSS validation via DOM state, visual regression detection, before/after state comparison.
development4
implement
Execute tasks from track plan with TDD workflow and git commit integration
tools4
auth-patterns
Use when implementing authentication (JWT, sessions, OAuth), authorization (RBAC, ABAC), password hashing, MFA, or security best practices for backend services.
development4
bunjs-apidog
Use when creating OpenAPI specs for Bun.js APIs, integrating with Apidog, documenting endpoints with schemas, or automating API specification imports via Apidog REST API. See bunjs for basics.
development4
golang-performance
Use when profiling Go applications (pprof), running benchmarks, optimizing memory/CPU usage, or debugging performance bottlenecks in production Go code.
development4
python
Use when building FastAPI applications, implementing async endpoints, setting up Pydantic schemas, working with SQLAlchemy, or writing pytest tests for Python backend services.
development4
rust
Use when building Axum applications, implementing type-safe handlers, working with SQLx, setting up error handling with thiserror, or writing Rust backend services.
development4
testing-frontend
Use when writing component tests, testing user interactions, mocking APIs, or setting up Vitest/React Testing Library/Vue Test Utils for frontend applications.
development4
optimize
On-demand performance and optimization analysis. Use when identifying bottlenecks, improving build times, reducing bundle size, or optimizing code performance.
development4
gtd-review
Weekly review automation for GTD workflow. Guides through inbox processing, project review, and next actions.
tools4
email-deliverability
Email deliverability best practices and troubleshooting
data-ai4
hierarchical-coordinator
Prevent goal drift in long-running multi-agent workflows using a coordinator agent that validates outputs against original objectives at checkpoints. Use when orchestrating 3+ agents, multi-phase features, complex implementations, or any workflow where agents may lose sight of original requirements.
development4
data-extraction-patterns
Common patterns for extracting analytics data from GA4 and GSC with API handling
development4
keyword-cluster-builder
Techniques for expanding seed keywords and clustering by topic and intent. Use when building keyword lists, planning content calendars, or identifying topic clusters for pillar content strategy.
development4
statusline-customization
Configuration reference and troubleshooting for the statusline plugin — sections, themes, bar widths, and script architecture
tools4
release
Release one or more Magus plugins to the distribution repos (magus, magus-alpha, magus-marketing). Handles version inference from git history, marketplace.json updates, tagging, and force-push to lean dist repos. Use whenever the user says "release kanban", "release the dev plugin", "cut a new version of gtd", "bump kanban to 1.7", or hands you a batch like "release kanban and gtd". Also use for multi-plugin releases and for checking what a release would contain before committing.
tools4
analytics-interpretation
Interpret GA4 and GSC data with benchmarks, status indicators, and actionable insights
data-ai4
tools/claudeup-core/src/__tests__/fixtures/invalid-plugin/bad-frontmatter/skills/bad-skill
--- name: bad-skill description: This skill has invalid YAML in frontmatter allowed-tools: [invalid, array, syntax prerequisites: not-an-array --- # Bad Skill This skill has malformed frontmatter that should fail parsing. The YAML has: - Unclosed array bracket - Wrong type for prerequisites (should be array, not string)
tools4
test-skill
A test skill for validation testing. Use when testing skill parsing and validation logic.
testing4
patterns
Common agent patterns and templates for Claude Code. Use when implementing agents to follow proven patterns for Tasks integration, quality checks, and external model invocation via claudish CLI.
tools4
ui-style-format
Specifies the UI design style file format and schema for .claude/design-style.md and .claude/design-references/. Use when creating, validating, or parsing project design styles.
development4
designer-integration
Detects the designer@magus plugin and delegates pixel-level design validation. Use when dev:frontend or dev:browser-debugging needs design comparison or AI semantic UI analysis.
tools4
debug-standard
Enhanced standard debug workflow — 6-phase orchestration with 3-strategy localization, self-critique, and agent delegation. Loaded by /dev:debug for the standard scope.
development4
verification-before-completion
Requires evidence-based proof before claiming a task is complete. Use when claiming completion, marking items done, or when the user mentions verifying, testing, or making sure it works.
testing4
worktree-lifecycle
Use when starting isolated feature work or before executing implementation plans. Manages full worktree lifecycle from creation through cleanup with safety checks and error recovery.
testing4
phase-enforcement
Enforces evidence-based phase completion for /dev:feature — artifacts, validation criteria, outer loops, show-your-work. Use when orchestrating 8-phase feature development with quality gates.
development4
browser-debugging
Tests UI in a real browser, validates design fidelity with AI vision, monitors console, and tracks network via Chrome MCP. Use when verifying UI features, investigating browser bugs, or console errors.
tools4
claudish-usage
Routes Claudish between MCP tools (team, create_session for /team and /delegate) and the CLI for direct usage. Use when the user mentions claudish, OpenRouter, or external AI models.
tools4
code-roast
Roasts code with severity-graded sins, cites file:line, and offers redemption in a humorous tone. Use when the user asks to roast code, find sins, shame my code, or get a code quality roast.
development4
frontend-implement
Implements UI improvements from designer:ui-analyse or /designer:ui review docs, applying Anti-AI design rules and visual verification. Use when applying review findings as code.
development4
content-brief
Content brief template and creation methodology for SEO-optimized content. Use when preparing briefs for writers or planning new content pieces.
documentation4
mcp-standards
MCP server standardization patterns for Claude Code plugins. Use when implementing MCP servers, designing tool interfaces, configuring MCP transports, or standardizing MCP naming conventions.
tools4
content-optimizer
On-page SEO optimization techniques including keyword density, meta tags, heading structure, and readability. Use when optimizing existing content or validating new content against SEO requirements.
data-ai4
xml-standards
XML tag structure patterns for Claude Code agents and commands. Use when designing or implementing agents to ensure proper XML structure following Anthropic best practices.
development4
debug-mode
Manages agentdev debug mode — records tool, skill, hook, and agent events to JSONL. Use when debugging agent behavior, optimizing workflows, or analyzing session performance.
tools4
context-detection
Use when detecting project technology stack from files/configs/directory structure, auto-loading framework-specific skills, or analyzing multi-stack fullstack projects (e.g., React + Go).
development4
schemas
YAML frontmatter schemas for Claude Code agents and commands. Use when creating or validating agent/command files.
development4
deep-analysis
Runs a multi-perspective codebase audit using all mnemex AST commands with PageRank and chain-of-thought reasoning. Use when asked for a deep analysis, full codebase review, or comprehensive audit.
development4
hybrid-debugging
Combines Browser Use (DOM, clicks, screenshots) with claude-in-chrome (console, network, JS) for full-spectrum debugging. Use when investigating console errors or network requests.
tools4
debugging-strategies
Use when troubleshooting bugs, analyzing stack traces, using debugging tools (breakpoints, loggers), or applying systematic debugging methodology across any technology stack.
tools4
browser-use-integration
Detects the browser-use@magus plugin and captures screenshots of URL-based references. Use when designer agents need browser screenshot capture and claude-in-chrome is unavailable.
tools4
navigation-patterns
URL navigation, multi-tab orchestration, session creation and management, back/forward navigation, browser profile persistence, session export/import for authentication reuse.
tools4
web-scraping
Structured data extraction from web pages — pagination patterns, dynamic SPAs, authenticated scraping, rate limiting, anti-bot handling, JSON/CSV output.
development4
design-references
Provides design system references — Material 3, Apple HIG, Tailwind UI, Ant Design, Shadcn/ui. Use when reviewing UI against an established design system.
data-ai4
yaml-agent-format
YAML format for Claude Code agent definitions as alternative to markdown. Use when creating agents with YAML, converting markdown agents to YAML, or validating YAML agent schemas.
development4
dingo
Use when working with Dingo meta-language for Go, implementing optionals/results, using generics shortcuts, or transpiling .dingo files to .go while maintaining Go compatibility.
development4
investigate
Routes code investigation to the right mnemex AST workflow — architecture (map/PageRank), implementation (callers/callees), tests, or debugging. Use when asked to investigate, trace, or analyze code.
development4
adr-documentation
Architecture Decision Records (ADR) documentation practice. Use when documenting architectural decisions, recording technical trade-offs, creating decision logs, or establishing architectural patterns.
testing4
audit
On-demand security and code quality audit. Use when checking for vulnerabilities, security issues, code smells, or compliance problems.
development4
final-cut-pro
Apple Final Cut Pro FCPXML format reference. Covers project structure, timeline creation, clip references, effects, and transitions. Use when generating FCP projects or understanding FCPXML structure.
tools4
ui-analyse
Analyzes UI visually using Gemini 3 Pro — prompting patterns, severity guidelines, analysis-only. Use when reviewing UI visuals; pair with dev:frontend-implement to apply.
development4
gemini-api
Google Gemini 3 Pro Image API reference. Covers text-to-image, editing, reference images, aspect ratios, and error handling.
development4
agent-coordination-discipline
Use when deciding whether to launch an agent, selecting which agent to use, or coordinating multiple agents. Covers delegation criteria, external-model patterns, task isolation, and agent selection strategies.
testing4
golang
Use when building Go backend services, implementing goroutines/channels, handling errors idiomatically, writing tests with testify, or following Go best practices for APIs/CLI tools.
tools4
mnemex-search
Performs semantic code search and AST analysis via mnemex MCP/CLI — map, symbol, callers, callees, context, PageRank. Use when searching code, mapping a codebase, or auditing callers before refactor.
tools4
compare
Provides the compare.ts CLI invocation pattern, semantic comparison prompt template, severity thresholds, and model selection guide for UI design comparison.
tools4
bunjs-architecture
Provides Bun.js clean architecture patterns — routes/controllers/services/repositories, camelCase conventions, Prisma schemas. Use when designing layered Bun.js apps or planning structured workflows.
content-media4
task-management
Use when orchestrating multi-phase workflows to manage Claude Code Tasks with optional GTD plugin integration for cross-session persistence. Covers phase tracking, stale task cleanup, and GTD-aware workflow patterns.
tools4
systematic-debugging
Use when debugging failures, errors, or unexpected behavior. Covers root cause investigation, data flow tracing, hypothesis-driven debugging, and fix verification to prevent trial-and-error approaches.
development4
bunjs-production
Provides Bun.js production patterns — Docker, AWS ECS/Fargate, Redis caching, security hardening, CI/CD. Use when deploying or operationalizing a Bun.js service.
testing4
mnemex-orchestration
Use when orchestrating multi-agent code analysis with mnemex. Run mnemex once, share output across parallel agents. Enables parallel investigation, consensus analysis, and role-based command mapping.
development4
debug-localization
3-strategy fault localization with context budget enforcement — stack trace grep, keyword search, AST expansion. Used by /dev:debug standard path and /dev:fix.
development4
test-driven-development
Enforces the RED-GREEN-REFACTOR cycle: write failing test, make it pass, improve design. Use when writing production code, when the user mentions TDD, test-first, or wants verified behavior.
development4
debug-shared-init
Shared initialization for debugging workflows — session setup, stack detection, reproduction, and bug report generation. Used by /dev:debug and /dev:fix.
development4
new-track
Create development track with spec and hierarchical plan through interactive Q&A
development4
documentation-standards
Use when writing README files, API documentation, user guides, or technical documentation following industry standards from Google, Microsoft, and GitLab style guides.
development4
performance-correlation
Correlate content attributes with GA4 and GSC metrics to identify performance drivers
content-media4
db-branching
Branches Neon, Turso, or Supabase databases per git worktree for isolated schema work. Use when creating a worktree that modifies the database schema, or when the user mentions Neon, Turso, or Prisma migrations.
data-ai4
browser-use-integration
Detects the browser-use@magus plugin and runs headless browser automation for frontend workflows. Use when dev:frontend or dev:browser-debugging needs navigation, clicking, or web scraping.
tools4
task-external-models
Quick-reference for using external AI models in orchestration workflows. External models are invoked via claudish MCP tools (team, create_session). Use when confused about how to run external models, "external model in /team", "how to specify external model", or "claudish MCP tools".
tools4
bunjs
Provides Bun.js/Hono patterns — HTTP endpoints, Prisma/SQLite, Zod validation, Bun test. Use when building a Bun.js service or wiring Hono routes with Prisma.
development4
tanstack-router
Provides TanStack Router patterns — file-based routes, typed params/search, layouts, loaders. Use when setting up routes, implementing navigation, or configuring route loaders.
tools4
revert
Git-aware logical undo at track, phase, or task level with confirmation gates
tools4
tanstack-query
Provides TanStack Query v5 patterns for query keys, mutations, optimistic updates, and MSW testing. Use when working on server state, data fetching, cache invalidation, or useQuery/useMutation hooks.
testing4
proxy-mode-reference
Reference guide for using external AI models via claudish MCP tools and CLI. Orchestration workflows (/team, /delegate) use MCP tools. Direct usage uses CLI. Includes model routing and error handling patterns.
tools4
schema-markup
Schema.org markup implementation patterns for rich results. Use when adding structured data to content for enhanced SERP appearances.
data-ai4
batching-patterns
Batches related operations into single messages for maximum parallelism. Use when launching multiple agents, reading many files, or removing sequential execution bottlenecks.
data-ai4
tailwindcss
Provides TailwindCSS v4 patterns with CSS-first @theme and @source config, design tokens, container queries, dark mode, and Vite integration. Use when configuring Tailwind or defining design tokens.
development4
sequence-best-practices
Email sequence design and optimization best practices
data-ai4
agent-enforcement
Multi-agent orchestration enforcement for /team command. Validates session directory paths and ensures /team Tasks use a valid agent from the routing whitelist. Use when debugging /team orchestration failures.
development4
tui-progress
Builds terminal progress displays with multi-phase bars, ETA, speed, and status colors. Use when writing import scripts, migrations, batch processors, or CLI tools needing a live progress bar.
tools4
plugin-sdk-patterns
Unified patterns and templates for creating consistent Claude Code plugins. Use when creating new plugins, designing plugin architecture, implementing builder patterns, or standardizing plugin structure.
tools4
test-coverage
On-demand test coverage analysis. Use when identifying untested code, finding test gaps, measuring coverage metrics, or improving test quality.
development4
state-management
Use when choosing state management solutions, implementing global stores (Zustand, Pinia), managing server state (TanStack Query), or handling URL state in frontend applications across React and Vue.
development4
status
Show active tracks, progress, current tasks, and blockers
tools4
error-recovery
Handle errors, timeouts, and failures in multi-agent workflows. Use when dealing with external model timeouts, API failures, partial success, user cancellation, or graceful degradation.
development4
model-tracking-protocol
MANDATORY tracking protocol for multi-model validation. Creates structured tracking tables BEFORE launching models, tracks progress during execution, and ensures complete results presentation. Use when running 2+ external AI models in parallel.
data-ai4
multi-agent-coordination
Coordinate multiple agents in parallel or sequential workflows. Use when running agents simultaneously, delegating to sub-agents, switching between specialized agents, or managing agent selection.
testing4
delegate-patterns
Patterns for delegating plugin commands and tasks to external models via claudish. Covers capability discovery (reading installed plugin manifests to find best-fit skills, agents, and commands), pre-flight question gathering (predicting and batch-asking interactive questions before non-interactive claudish execution), and prompt assembly (combining capability context + pre-answered questions + task into a single --stdin prompt). Use when implementing cross-model command delegation, when a command needs to route tasks to external models, or when designing headless claudish workflows.
tools4
hooks-system
Comprehensive lifecycle hook patterns for Claude Code workflows. Use when configuring PreToolUse, PostToolUse, UserPromptSubmit, Stop, or SubagentStop hooks. Covers hook matchers, command hooks, prompt hooks, validation, metrics, auto-formatting, and security patterns.
tools4
react-typescript
Provides React 19+ TypeScript patterns for components, hooks, TanStack Query, Zod forms, error boundaries, and perf. Use when building React apps, implementing components, or wiring state.
development4
technical-audit
Technical SEO audit methodology including crawlability, indexability, and Core Web Vitals analysis. Use when auditing pages or sites for technical SEO issues.
development4
shadcn-ui
Provides shadcn/ui patterns — CLI install, theming via CSS variables, dark mode, React Hook Form + Zod forms. Use when adding UI components, setting up design systems, or wiring shadcn forms.
tools4
performance-tracking
Track agent, skill, and model performance metrics for optimization. Use when measuring agent success rates, tracking model latency, analyzing routing effectiveness, or optimizing cost-per-task.
data-ai4
framework-signals
Provides pass/fail/running/idle output markers for 15+ test, build, and deploy tools. Use when monitoring terminal output for jest, vitest, pytest, go test, cargo, webpack, vite, or vercel.
tools4
testing-strategies
Use when writing tests, setting up test frameworks, implementing mocking strategies, or establishing testing best practices (unit, integration, E2E) across any technology stack.
development4
task-orchestration
Track progress in multi-phase workflows with Tasks system. Use when orchestrating 5+ phase commands, managing iteration loops, tracking parallel tasks, or providing real-time progress visibility.
tools4
task-complexity-router
Routes tasks to model tiers (haiku/sonnet/opus) based on complexity. Use when picking a model tier, analyzing task complexity, or optimizing API cost.
development4
tui-navigation-patterns
Provides key sequences and navigation patterns for common TUI apps. Use when navigating vim, nano, htop, less, psql, lazygit, k9s, tig, btop, or sending keystrokes to a database shell.
data-ai4
workspace-setup
Orchestrates tmux workspaces — sessions, dashboard layouts, watch/entr monitors, synced panes. Use when setting up a project session, building a multi-pane dashboard, or syncing panes.
development4
update-models
Sync model aliases from the curated Firebase database. Fetches default model assignments, short aliases, team compositions, and known model metadata from the claudish API. Run this to get fresh model recommendations.
development4
ffmpeg-core
Provides FFmpeg patterns — trim, concat, convert, extract, codec selection, filter chains. Use when planning or executing video or audio processing tasks.
development4
terminal-interaction
Provides tmux-mcp tool API patterns for interactive terminal access. Use when running interactive commands, starting dev servers, watching test output, querying databases, or splitting panes.
tools4
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes
development4
linear-integration
Linear API patterns and examples for autopilot. Includes authentication, webhooks, issue CRUD, state transitions, file attachments, and comment handling.
development4
proof-of-work
Proof artifact generation patterns for task validation. Covers screenshots, test results, deployments, and confidence scoring.
testing4
state-machine
Task lifecycle state transitions with validation gates. Defines states, triggers, and required proofs.
tools4
help
Get help with Conductor - commands, usage examples, and best practices
tools4
setup
Initialize Conductor with product.md, tech-stack.md, and workflow.md
tools4
ui-design-review
Prompting patterns and review templates for UI design analysis with Gemini multimodal capabilities. Use when conducting design reviews, accessibility audits, or design system validation.
testing4
api-design
Use when designing REST or GraphQL APIs, defining endpoints, implementing pagination/filtering, handling API versioning, or establishing API documentation with OpenAPI/Swagger.
development4
database-patterns
Use when designing database schemas, implementing repository patterns, writing optimized queries, managing migrations, or working with indexes and transactions for SQL/NoSQL databases.
data-ai4
error-handling
Use when implementing custom error classes, error middleware, structured logging, retry logic, or graceful shutdown patterns in backend applications.
development4
universal-patterns
Use when implementing language-agnostic patterns like layered architecture, dependency injection, error handling, or code organization principles across any technology stack.
development4
css-modules
Provides CSS Modules patterns with Lightning CSS, PostCSS, *.module.css, TypeScript, and Vite. Use when scoping component styles, building complex animations, or migrating legacy CSS.
development4
brainstorming
Collaborative ideation and planning with resilient multi-model exploration, consensus scoring, and adaptive confidence-based validation
data-ai4
dingo-developer
Comprehensive Dingo meta-language skill covering all features: error propagation (?), guard let, Result/Option types, enums, pattern matching, lambdas, safe navigation (?.), null coalescing (??), generics, tuples, expression sugar, feature combinations, code review rules, anti-patterns, and Go boundary guidance.
development4
gtd-capture
Proactive capture trigger detection for GTD workflow. Detects "I need to", "we should", "remind me" signals and routes to inbox.
tools4
ab-testing-patterns
A/B testing methodology for cold email optimization
testing4
quality-gates
Implement quality gates, user approval, iteration loops, and test-driven development. Use when validating with users, implementing feedback loops, classifying issue severity, running test-driven loops, or building multi-iteration workflows.
development4
style-format
Style template format specification. Single markdown files that describe artistic direction.
development4
link-strategy
Internal linking strategy and anchor text optimization patterns. Use when planning internal links or optimizing site structure.
tools4
serp-analysis
SERP analysis techniques for intent classification, feature identification, and competitive intelligence. Use when analyzing search results for content strategy.
content-media4
plugins/stats/skills/stats-reading
--- ## Understanding Stats Output ### Session Summary - **Sessions** — Number of Claude Code sessions in the selected time window. Each session corresponds to one `claude` process invocation. - **Avg duration** — Mean session length in minutes. Computed from transcript timestamps (first to last assistant message). - **Total tools** — Sum of all tool calls across all sessions. One call per tool invocation. ### Activity Categories The stats plugin classifies every tool call into one of five c
tools4
tdd-workflow
Drives a Red-Green-Refactor state machine for TDD with terminal test watchers. Use when running TDD in watch mode or iterating on failing tests with jest, vitest, cargo watch, or pytest-watch.
development4
campaign-metrics
Cold email campaign KPIs, benchmarks, and diagnostic patterns
data-ai4
transcription
Provides Whisper transcription patterns — model selection, SRT/VTT/JSON, timing sync, diarization. Use when transcribing audio or video, or generating subtitles.
data-ai4
session-isolation
Use when orchestrating workflows that generate multiple files (designs, reviews, reports) to prevent file collisions across concurrent or sequential sessions with unique session directories.
business4
multi-model-validation
Runs the same task across multiple AI models in parallel and aggregates verdicts. Use when the user wants a second opinion, multi-expert validation, or consensus from Grok, Gemini, GPT-5, or Kimi.
data-ai4
core-api
Reference for the 18 Browser Use MCP tools — parameters, return formats, session lifecycle. Use when invoking browser-use MCP tools, navigating, clicking, typing, or extracting page content.
tools4
vue-typescript
Provides Vue 3 + TypeScript patterns — Composition API, script setup, Pinia, Vue Router, composables. Use when building Vue apps or wiring reactive state.
development4