Use when executing implementation plans with independent tasks in the current session or facing 3+ independent issues that can be investigated without shared state or dependencies - dispatches fresh subagent for each task with code review between tasks, enabling fast iteration with quality gates
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Use when creating or editing skills, before deployment, to verify they work under pressure and resist rationalization - applies RED-GREEN-REFACTOR cycle to process documentation by running baseline without skill, writing to address failures, iterating to close loopholes
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Apply writing rules to any documentation that humans will read. Makes your writing clearer, stronger, and more professional.
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Execute tasks through systematic exploration, pruning, and expansion using Tree of Thoughts methodology with meta-judge evaluation specifications and multi-agent evaluation
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Use when creating or editing any prompt (commands, hooks, skills, subagent instructions) to verify it produces desired behavior - applies RED-GREEN-REFACTOR cycle to prompt engineering using subagents for isolated testing
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Add missing test coverage for your local code changes by generating new test files (covers uncommitted and untracked changes, or the latest commit if everything is committed). Use when you want write tests for new logic or increase test coverage.
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Guide for setup Codemap CLI for intelligent codebase visualization and navigation
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Use when implementing any feature or bugfix, before writing implementation code - write the test first, watch it fail, write minimal code to pass; ensures tests actually verify behavior by requiring failure first
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Use when tackling complex reasoning tasks requiring step-by-step logic, multi-step arithmetic, commonsense reasoning, symbolic manipulation, or problems where simple prompting fails - provides comprehensive guide to Chain-of-Thought and related prompting techniques (Zero-shot CoT, Self-Consistency, Tree of Thoughts, Least-to-Most, ReAct, PAL, Reflexion) with templates, decision matrices, and research-backed patterns
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This skill should be used when need prioritize what changed code in repository human must review.
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Use after writing tests to assess coverage quality across structural, mutation, requirements, and API/integration dimensions; organized knowledge for choosing and interpreting coverage analyses.
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Guide for setup arXiv paper search MCP server using Docker MCP
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Update and maintain project documentation for local code changes using multi-agent workflow with tech-writer agents. Covers docs/, READMEs, JSDoc, and API documentation.
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Iterative Five Whys root cause analysis drilling from symptoms to fundamentals
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Display the current state of the FPF knowledge base
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Guide for setup Serena MCP server for semantic code retrieval and editing capabilities
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Use when errors occur deep in execution and you need to trace back to find the original trigger - systematically traces bugs backward through call stack, adding instrumentation when needed, to identify source of invalid data or incorrect behavior
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Guide for setup Context7 MCP server to load documentation for specific technologies.
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Create and configure git hooks with intelligent project analysis, suggestions, and automated testing
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Interactive assistant for creating new Claude commands with proper structure, patterns, and MCP tool integration
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Add line-specific review comments to pull requests using GitHub CLI API
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Curates insights from reflections and critiques into CLAUDE.md using Agentic Context Engineering
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Auto-selects best Kaizen method (Gemba Walk, Value Stream, or Muda) for target
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Comprehensive guide for creating Claude Code agents with proper structure, triggering conditions, system prompts, and validation - combines official Anthropic best practices with proven patterns
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