Use when adding metadata to commits without changing history, tracking review status, test results, code quality annotations, or supplementing commit messages post-hoc - provides git notes commands and patterns for attaching non-invasive metadata to Git objects.
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Use this skill when you writing commands, hooks, skills for Agent, or prompts for sub agents or any other LLM interaction, including optimizing prompts, improving LLM outputs, or designing production prompt templates.
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Reset the FPF reasoning cycle to start fresh
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Systematic Fishbone analysis exploring problem causes across six categories
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Evaluate and improve Claude Code commands, skills, and agents. Use when testing prompt effectiveness, validating context engineering choices, or measuring improvement quality.
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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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Create pull requests using GitHub CLI with proper templates and formatting
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Curates insights from reflections and critiques into CLAUDE.md using Agentic Context Engineering
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Design multi-agent architectures for complex tasks. Use when single-agent context limits are exceeded, when tasks decompose naturally into subtasks, or when specializing agents improves quality.
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Reconcile the project's FPF state with recent repository changes
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Add line-specific review comments to pull requests using GitHub CLI API
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Reflect on previus response and output, based on Self-refinement framework for iterative improvement with complexity triage and verification
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Execute a task with sub-agent implementation and LLM-as-a-judge verification with automatic retry loop
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Comprehensive A3 one-page problem analysis with root cause and action plan
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Evaluate solutions through multi-round debate between independent judges until consensus
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Search the FPF knowledge base and display hypothesis details with assurance information
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Create and configure git hooks with intelligent project analysis, suggestions, and automated testing
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Review your local uncommitted working-tree changes (git diff plus untracked files) and return actionable improvement suggestions. Use before committing, when nothing has been pushed yet.
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Review an existing GitHub pull request and post inline review comments on its diff. Use when the changes are on an opened PR rather than your local working tree.
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Use to load open/unresolved PR review comments then aggregate them as tasks in .specs/comments/*.md for parallel agents to fix.
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Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external services through well-designed tools. Use when building MCP servers to integrate external APIs or services, whether in Python (FastMCP) or Node/TypeScript (MCP SDK).
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Create well-formatted commits with conventional commit messages and emoji
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Use when working on multiple branches simultaneously, context switching without stashing, reviewing PRs while developing, testing in isolation, or comparing implementations across branches - provides git worktree commands and workflow patterns for parallel development with multiple working directories.
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Use when Code implementation and refactoring, architecturing or designing systems, process and workflow improvements, error handling and validation. Provide tehniquest to avoid over-engineering and apply iterative improvements.
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