编码规范、框架、重构、代码审查（1.7万 个）
Turn an early idea into an agreed design before implementation. The skill reviews project context, asks focused questions, compares possible approaches, and records the approved design so work can move into planning.
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Delete a specified file or an empty directory. The skill rejects non-empty directories, so removing a directory tree requires a separate shell command. Use it for targeted cleanup when you know the exact file or empty folder to remove.
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Turn a specification or requirements for a multi-step development task into a detailed implementation plan. Break work into small actions and identify files, code, tests, documentation, and commands needed for each step.
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Investigate bugs, failing tests, and unexpected behavior by reproducing the issue, checking evidence, and tracing its cause before proposing a fix. The skill guides hypothesis testing and verification so changes target the underlying problem.
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Turn Git commits into clear release notes for customers. The skill reviews changes over a chosen period or between versions, groups features and fixes, and filters internal work to create structured updates for changelogs, app stores, or product announcements.
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Design and implement working frontend interfaces such as websites, landing pages, dashboards, and React components. The skill helps shape a visual direction around the interface’s purpose and constraints, then refines typography, color, layout, motion, and details in code.
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Review local code changes or a remote Pull Request for correctness, security, maintainability, readability, efficiency, edge cases, and test coverage. It organizes feedback by severity and provides a clear recommendation before changes are merged.
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Build MCP servers that let AI models use external APIs and services through clearly described tools. The guide covers planning, implementation, review, testing, and evaluations in Python with FastMCP or TypeScript with the MCP SDK, then registering the finished server in OpenAkita.
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Describe an app in natural language to generate and deploy it through a conversational workflow. The skill covers web apps, WeChat mini programs, games, AI tools, SaaS products, and dashboards, with follow-up requests for changes such as adding user login.
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Manage GitHub repositories, issues, pull requests, and branches, and search code or check CI and deployment status through Rube MCP. It supports common repository workflows, with safeguards such as checking pull request status before merging.
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Add and manage MCP servers in OpenAkita, from local npm or Python packages to remote HTTP and SSE services. Configure how each server starts or connects, reload settings, check connection status, and troubleshoot common setup problems.
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Run ClawSweeper reviews locally for an existing issue or pull request, or for a committed range before submission. The skill guides the review command and artifact review while keeping GitHub unchanged; the range mode still calls the configured Codex model service.
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Use this pattern to gather context for multi-agent work when the needed files and project terms are not known in advance. Start with a broad search, assess relevance and missing information, then refine the query for up to three cycles.
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Use this skill to guide TypeScript, JavaScript, React, and Node.js work with shared coding conventions. It covers readable naming, types, error handling, API design, project structure, performance, testing, and common code smells to review or refactor.
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Use this PostgreSQL reference when designing schemas, choosing indexes, or investigating slow queries. It also shows patterns for row-level security, pagination, queue processing, connection settings, and checks for common database issues.
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Use this skill when designing server-side applications with Node.js, Express, or Next.js API routes. It provides patterns for API structure, database queries, caching, authentication, errors, rate limits, background jobs, and logging to help organize backend code.
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Use this skill when building React or Next.js interfaces. It provides patterns for composing components, managing state, fetching data, validating forms, improving rendering performance, handling errors and animation, and supporting keyboard navigation and focus management.
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Check code changes through build, type, lint, test, security, and diff review steps. The skill organizes findings into a report that shows which checks passed, what issues remain, and whether the work is ready for a pull request.
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Make Swift code that uses files, networks, or external APIs easier to test by placing small protocols around those boundaries. Inject production or mock implementations, then use Swift Testing to check successful results and failure paths without real I/O.
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Apply Swift 6.2 concurrency patterns when migrating projects or resolving data-race compiler errors. The skill explains how async work stays on its caller’s actor, how MainActor-isolated types can adopt protocols, and how to use `@concurrent` to move CPU-heavy work to concurrent execution.
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Build a local persistence layer in Swift with an actor, an in-memory cache, and file storage. The patterns show how to serialize access to shared data, save changes atomically, and use the repository from an observable view model.
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Plan safer database changes for PostgreSQL and MySQL using migration files. The guide covers schema changes, separate data backfills, rollback planning, concurrent indexes, and expand-and-contract deployments that reduce downtime risk.
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Use idiomatic Go guidance when writing, reviewing, or refactoring applications. It covers clear code, error handling, interfaces, package structure, concurrency with goroutines and contexts, memory efficiency, formatting, and common anti-patterns.
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Use this skill to design data models and repositories with JPA and Hibernate in Spring Boot. It covers entity relationships, query tuning, transactions, auditing, indexes, pagination, connection pools, caching, migrations, and data access testing.
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