编码规范、框架、重构、代码审查（1.6万 个）
Guide developers in creating Model Context Protocol (MCP) servers. Use for building MCP tools that enable LLMs to interact with external services. Covers TypeScript (primary) and Python FastMCP (secondary), tool annotations, Zod/Pydantic validation, and evaluation question creation.
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Java and Spring Boot expert including REST APIs, JPA, and microservices
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Frontend development expert including UI/UX patterns, responsive design, and accessibility
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GitHub API operations - repositories, issues, pull requests, actions, code security, discussions, gists, and more. Use for GitHub-related tasks like managing PRs, issues, searching code, and monitoring workflows.
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Go programming expert including APIs, gRPC, concurrency, and best practices
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Workflow for repository reconnaissance and operations using GitHub CLI (gh). Optimizes token usage by using structured API queries instead of blind file fetching.
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Elixir and Phoenix expert including OTP, Ecto, and functional programming
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Advanced Git operations wrapper. Optimizes token usage by guiding complex git workflows into efficient CLI commands.
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File system operations guidance - read, write, search, and manage files using Claude Code's built-in tools.
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This rule enforces the Don't Repeat Yourself principle to avoid code duplication and improve maintainability.
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Systematic 4-phase debugging with root cause investigation. Use when fixing bugs to prevent random fixes.
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Structured debug log analysis for Claude Code sessions — auto-discovers most recent log, runs reducer, extracts error patterns, correlates with full log, produces observability report. Fills 5 identified gaps: hook error body capture, agent identity, file path tracking, stall correlation, success visibility.
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Database design and optimization specialist. Schema design, query optimization, indexing strategies, data modeling, and migration planning for relational and NoSQL databases.
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C++ coding standards and best practices.
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Context-Driven Development methodology - treating project context as managed artifacts alongside code for consistent AI interactions and team alignment.
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Estimate per-turn token attribution across 6 categories in Claude Code sessions to show where context budget is spent
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Requires detailed type annotations for all Python functions, methods, and class members.
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Detect Claude Code context compaction events in session JSONL logs. Identifies compaction boundaries, measures token delta before/after, reports compaction events with timestamps and token impact.
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Creates command files for the Claude Code framework. Commands are user-facing shortcuts that delegate to skills.
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Programmatic code style validation using AST analysis. Complements (not replaces) code-style rules by providing automated checking and instant feedback.
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Discover, parse, and call external HTTP APIs at runtime using OpenAPI specs, tool templates, and iterative chaining. Adapted from UTCP (Universal Tool Calling Protocol) patterns for Node.js and Claude Code agents.
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Two-agent cleanup pattern. Implementer works freely, then a dedicated cleanup agent removes unused imports, console.logs, commented-out code, dead code, and formatting issues. Produces a diff of what was cleaned.
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Database expert including Prisma, Supabase, SQL, and NoSQL patterns
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Validates commit messages against Conventional Commits specification using programmatic validation. Replaces the git-conventional-commit-messages text file with a tool that provides instant feedback.
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