Software Development AI Skills

Use existing source code as the specification when the user can't describe what they want in words. Use when the user points at a library, module, folder, or site and says "like this," even if it's in…

Keep Zapier Tables or another MCP-connected record store as the source of truth while Google Sheets-based tools read an event-driven cache tab.

Sweep plugins, skills, agents, commands, and hooks after a model release or Claude Code version bump. Use when upstream ships. Do not use for routine edits; use night-market-change-control.

Review a diff for what Honey would cut — over-engineering (speculative generality, hand-rolled stdlib, single-caller abstractions) and over-verbosity (dead code, narration, redundant comments).…

Search Notion and read/create/update pages and databases via Notion's official hosted MCP server. Tools are auto-discovered from the server at runtime.

Create, install, and prove the minimum backend-aware Python inspection environment set for a local repository before create-repo-skill. Use when a repo package must be installed into new or existing…

Beginner-friendly reverse-engineering workflow for Android Unpacking And Dumping. Use it to collect evidence, choose static or dynamic analysis, correlate runtime behavior, and produce a reproducible…

GitHub Actions CD for a Cloudflare Worker with auto-rollback on smoke failure. Use when you want push-to-deploy with safety: capture pre-deploy version, deploy, smoke, rollback if smoke fails.

Deploy browser games to here.now (default), GitHub Pages, or other hosting. Use when deploying a game, setting up hosting, or publishing a game build. Do NOT use for local development servers (use npm…

Validate, lint, audit, fix GitHub Actions workflows (.github/workflows).

Turn developer love into revenue by enabling champions and choosing a GTM model. Use when developers adopt the free tier but nobody pays, when the user is cold-selling the VP instead of arming the…

Use when generating or modifying any Spring Boot class — controllers, services, repositories, DTOs, mappers, or configuration. Enforces strict layer separation and prevents business logic from leaking…

[Beta] Cross-session analysis of accumulated .learnings/ files. Reads all entries, groups by pattern_key, computes recurrence across sessions, and outputs ranked promotion candidates. This is the…

Fetch and summarize the latest news from trusted sources across politics, finance, society, world, tech, sports, and entertainment. Use when the user asks for latest news, headlines, or news in a…

Render a real, publication-ready data graphic (SVG or HTML) that obeys Tufte's principles — minimal ink, range-frame axes, direct labels, honest proportions. Use when someone wants to design, build,…

专业的代码审查助手，提供结构化的审查流程、详细的检查清单和建设性的反馈指南。适用于审查Pull Request、代码提交或任何需要代码质量评估的场景，涵盖功能性、安全性、性能、测试、文档、架构设计等多个维度。

Analyze an investment through Phil Fisher's scuttlebutt-driven growth lens. Use when the analysis should focus on management quality, long-duration growth potential, R&D and product pipeline, durable…

Implement, migrate, design, review, and troubleshoot haptic feedback with Software Mansion Pulsar across React Native, iOS, Android, Kotlin Multiplatform, Flutter, and Web. Use when the user names…

Use before starting a product, feature, MVP, agent, automation, or integration build to identify the main pre-build risk and choose the smallest validation step. Trigger when the user asks whether to…

Use when implementing screenshot-driven or narrow Rudder UI polish: density, alignment, spacing, labels, cards, menus, hover states, empty states, onboarding steps, redundant pages, compact workflows,…

获取 GitHub Trending 前五项目的 README 与摘要，并发送企业微信消息。适用于热门项目跟踪、技术趋势简报与团队分享。

Recommends names for concepts, identifiers, modules, files, entities, events, or product terms, or audits an existing naming set for misleading vocabulary and viewpoint drift. Use for “what should I…

Implements PAYUNi UPP checkout integration including AES256 encryption, form submission, and payment callback handling. Use when integrating payment gateway, creating checkout flows, or building 統一金流…

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…

Diagnose and recover a scrape that is blocked, throttled, or served empty or partial content, in cost order, before paying for a heavier Actor. Use when a run returns 0 items, when a site answers 403,…

REST/GraphQL/gRPC API design best practices. Use when designing APIs, defining contracts, handling versioning. Covers OpenAPI 3.2, GraphQL Federation, gRPC streaming.

The SFX pass. Analyze a short's beats + narration and propose tasteful sound effects synced to them, drawing from (and growing) a shared, reusable SFX library, then render an SFX-mixed audition…

Patch .NET assemblies to bypass license checks — IL bytecode patching, method replacement, strong name removal, anti-tamper NOP. Works on raw bytes without requiring dnlib/Mono.Cecil at runtime.

TRIGGER THIS when building DEI strategy, creating diversity goals, designing inclusive programs, building equity analyses, developing training, addressing inclusion issues, or tracking DEI metrics.…

Audit GitHub pull requests before merge, including contributor-claim verification, prompt-injection resistance, malicious-code and supply-chain review, regressions, tests, documentation,…

Bare-metal interrupt and exception skill for Cortex-M NVIC. Use when writing ISRs, configuring priorities, handling HardFault, or measuring interrupt latency. Activates on queries about NVIC, ISR,…

Prevents and handles GitHub API rate limits with gh-nix. Use when Nix, flakes, nixpkgs commands, or comma may fetch GitHub-backed inputs.

构建一个用完即弃的原型，用来回答某个设计问题。当用户想先验证某种状态模型或逻辑是否顺手，或者想探索界面应该长什么样时使用。

Expert in Astro framework with static generation and partial hydration patterns

Analyzes surviving mutants from mutation testing to identify why tests failed to detect them. Takes repository code, test suite, and mutation testing results as input. Identifies root causes including…

Kalshi prediction markets — events, series, markets, trades, and candlestick data. Public API, no auth required for reads. US-regulated exchange (CFTC). Covers football (EPL, UCL, La Liga),…

Matplotlib OO/pyplot guidance for custom plots via agent_generated_code. Use for fine-grained control. Prefer nature_figure for manuscript figures and seaborn for quick statistical EDA.

Generate docs: README, API reference, architecture, guides.

Teaches the mediator pattern for centralized component communication. Use when multiple components need to communicate and direct coupling between them creates complexity or tight dependencies.

Use when the user has a research question and needs a complete experiment package — design document, runnable code, results (measured or simulated with honest provenance), publication-grade figures,…

ALWAYS use this skill when writing or refactoring code. Includes context-dependent sub-skills to empower different coding styles across languages and runtimes.

Design and document a ai debugging workflow with structured process, quality checks, and system integration

Engineering principles for building software like a senior engineer. Load when tackling non-trivial development work, architecting systems, reviewing code, or orchestrating multi-agent builds. Covers…

Python testing skill using pytest, covering fixtures, parametrize, markers, conftest, plugins, mocking, and advanced testing patterns.

Use when debugging NavigationStack issues (not responding, unexpected pops, crashes), build failures (SPM resolution, "No such module", hanging builds), or memory problems (retain cycles, leaks,…

Governs an exact current binary-fault-triage assessment result and recorded validation-readiness handoff for separate isolated-lab review. Use when checking defensive authority, isolation, budget,…

Test-Driven Development Iron Law. Write the test first. Watch it fail. Write minimal code to pass. No exceptions.

在 docs 下建立或维护产品管理入口，登记材料来源，统一需求编号、状态与修订，连接需求池、单需求、版本及验收复盘，并只读审查需求演变是否可追溯。用于产品文档管理员、PRD 版本混乱、产品进展难以理解、已确认决定未回写或需要产品文档审查时。English triggers: product documentation manager, product evolution, PRD…

Use when mining Open Design visual systems and converting them into Open Slide React template kits or standalone 20-page template albums, with build, deployment, screenshot QA, and provenance rules.

Decide whether a task deserves its own git worktree and, if chosen, run it end to end: branch from the integration branch rather than the current tree, keep the main working copy untouched while the…

中文写作的唯一入口，写文章、写稿、改稿、写文案、写脚本、去 AI 味都从这里进。 一个流程走到底：判断手上有什么，读对应的 references 自己执行（挖素材、定结构、诊断初稿、文案、传播与标题）， 最后强制过一遍内置中文体检（检测脚本 scripts/check.py）。 触发词：写文章、写稿、改稿、写作、写文案、写脚本、口播稿、公众号、小红书、标题、翻译、摘要、排版、去 AI…