Software Development AI Skills

Beginner-friendly reverse-engineering workflow for Android Network Stack. Use it to collect evidence, choose static or dynamic analysis, correlate runtime behavior, and produce a reproducible result.

Orchestrates an end-to-end game UI workflow from game design (GDD), PRD, and UI interaction logic through design specification, screen-system extension, page image generation, component breakdown,…

Business-logic flaw hunting - workflow/state bypass, price/quantity tampering, negative/overflow values, coupon/refund abuse, mass assignment, and logic races. The top-paying bug class with no scanner…

把灵感、剪藏、调研或草稿写成有 Ray 态度的中文长文（公众号 / X 长文），接入知识库的成稿与发布流程；也做带授权署名的译介稿。用于“写成文章”“写一篇公众号或 X 长文”“重写这篇”“翻译转载”。改口播转 ray-kb；不发布。

Use when monitoring stocks/ETFs/indices across pre-market, open, intraday, or close — especially when the user is reading session action live and may revise their take as it unfolds. Triggers include…

HTML5 游戏发现雷达 - 多源监测又新又热的 HTML5 游戏，识别 SEO 套利窗口。 触发条件： - 用户说「跑 HTML5 雷达」、「启动 HTML5 监控」、「HTML5 游戏扫描」 - 每天 cron 自动触发（建议 10:00 / 16:00） 监测平台： 1. itch.io — 独立游戏最大源头，HTML5 首发首选 2. Reddit r/webgames —…

SCAMPER (Bob Eberle) — run one existing idea, product, or process through seven systematic transformations - Substitute, Combine, Adapt, Modify/Magnify, Put to other use, Eliminate, Reverse/Rearrange.…

Use when adding hypermedia links to REST responses, building self-describing APIs, or implementing Spring HATEOAS. Use when you see EntityModel, CollectionModel, or RepresentationModel in the project.

Use when ryugi:executing-specs or ryugi:test-driven-development sends you here before the first implementation edit, when uncommitted work has to move to or be committed on a branch other than the one…

Генерирует release notes / CHANGELOG между двумя тегами или от последнего тега. Используй, когда просят release notes, changelog или список изменений релиза.

Pre-submission validation audit for arXiv papers across TeX source, PDF, figures, metadata, bibliography, file organization, and common-error scans. Produces pass/fail report with specific fixes per…

Review an implemented RFC in a fresh context against its acceptance criteria, RULES.md and the test plan, and save the review to reviews/.

Author, validate, render, edit, and publish trusted MP4 video presentations as an autonomous root Agent studio.

Prevent and diagnose hanging or long-running Gradle unit tests (> 30s) in Android/Kotlin coroutines codebases. Use when running tests, when a test execution takes unexpectedly long, when background…

Use when an installed DSH Web plugin misbehaves only at runtime in the browser — paste/attachment/composer features that work once then fail, chips or panels showing stale placeholder state, update…

Python server SDK for Fishjam — backends that create rooms, mint peer tokens, receive server notifications, and run voice agents. Use when writing a Python backend (FastAPI, Flask, Starlette, aiohttp)…

Generate comprehensive API documentation including endpoint descriptions, request/response examples, authentication guides, error codes, and SDKs. Creates OpenAPI/Swagger specs, REST API docs, and…

Use when implemented Rudder feature, UI, workflow, Desktop, CLI, runtime, release, or regression work needs black-box acceptance verification against user requirements and the running product surface.

Get RED metrics + service maps + frontend RUM + AI/LLM monitoring out of Grafana Cloud — Application Observability (`traces_spanmetrics_*` from OTel traces, p50/p95/p99 latency, exemplar-to-trace,…

Create a plan for the specified task.

为技术长文自动识别插图位置,并生成 16:9…

Adopt the AI-Native discipline on an existing (brownfield) TypeScript codebase — inventory-not-gate, the three registries, characterization goldens, then card raids cell by cell. Use once per codebase…

Linear API patterns and examples for autopilot. Includes authentication, webhooks, issue CRUD, state transitions, file attachments, and comment handling.

Configure GitHub Copilot with custom instructions. Use when setting up .github/copilot-instructions.md, customizing Copilot behavior, or creating repository-specific AI guidance. Triggers on Copilot…

Create distinctive, production-grade web frontend interfaces with high design quality. Use when the user explicitly asks to build or substantially redesign a web component, page, or application. Only…

This skill should be used when the user asks to "create a README", "generate a README", "make a readme", "write a README for my project", "need a README", "add a README", "document my project", "set…

Simple task management using a shared TASKS.md file. Reference this when the user asks about their tasks, wants to add/complete tasks, or needs help tracking commitments.

Execute the approved outcomes of a pr-audit and/or iss-audit — fix or adjust everything the audit found necessary before merging, verify no regressions, cover every new behavior with unit tests, keep…

Embedded bootloader skill for firmware update and app handoff. Use when writing a custom bootloader, jumping to application code, relocating VTOR, or implementing DFU/USB firmware update on Cortex-M.…

Manages worktree lifecycle operations through git-wt without replacing an existing linked worktree. Use when creating, switching, listing, renaming, or deleting worktrees.

Guides embedding model migration in Qdrant without downtime. Use when someone asks 'how to switch embedding models', 'how to migrate vectors', 'how to update to a new model', 'zero-downtime model…

A skill with code blocks and imperative instructions for testing content and contamination analysis.

Expert guidance for Anthropic Claude API development including Messages API, tool use, prompt engineering, and building production applications with Claude models.

存档当前的失败尝试分支，并安全回退到特定历史提交

Esports data — Dota 2 (OpenDota) and League of Legends esports (Leaguepedia). Pro matches, tournaments, teams, and structured LoL competitive data. Use when: user asks about Dota 2 pro…

Perform language and framework specific security best-practice reviews and suggest improvements. Trigger only when the user explicitly requests security best practices guidance, a security…

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…

Use when the user wants Hermes Agent to build, refine, test, or validate a CLI-Anything harness for a GUI application or source repository. Adapts the CLI-Anything methodology to Hermes without…

Generate PPT/slides from prompts, local images, PDFs, and other files with the Felo PPT Task API. Use when users ask to create, make, generate, or export presentations or slide decks; turn an…

Use when driving Ansys Mechanical via PyMechanical (ansys-mechanical-core) through the sim runtime, or reading solved `.rst` files with DPF on the agent side. Covers boundary conditions, loads, solver…

Use when user asks to create/edit/query Online reports, SQL reports, data reports, or says "创建报表", "生成报表", "新建报表", "查询报表", "online报表", "SQL报表", "数据报表", "统计报表", "create report", "generate report",…

Turn a task description and repository into a structured implementation plan (files to create, files to modify, tests to add, risks).

Use when reviewing a diff or pull request — check correctness, tests, readability, security, and server/client boundaries before approving.

Unit testing skill using Jest for TypeScript and JavaScript, covering mocking, spies, snapshots, coverage, async testing, and custom matchers.

Use when 程序出现错误、异常、崩溃，或行为与预期不符，或测试失败，或无法定位问题根因时。触发场景：调试、debug、报错、错误、异常、bug、问题排查、故障排查、不工作、崩溃、无法运行、出错了、为什么不生效、运行报错、跑不起来、程序挂了。

Manages .NET SDK installation (dotnet-install, workloads), project setup (.slnx, Directory.Build.props, CPM), MSBuild authoring, build optimization, performance (Span, ArrayPool, stackalloc),…

Approaches a problem from completely different fields to break the assumption blindness that comes from domain expertise. Triggers: 'fresh eyes', 'outside perspective', 'what would a [different…

Diagnoses exception root causes from stack traces, logs, call-chain dumps, and debug output using the CodexQA CLI for structured repo analysis. Use when the user mentions codexqa-rootcause-analyzer,…

Turn filed lessons into the smallest doctrine edit. Use when a Lead assigns improvement work for one target: group pending lessons, make one evidence-linked commit per target, return it for…

Clear conversation context while preserving knowledge via context marker. Use when user says "clear context", "start fresh", "done with this task", or when approaching token limits.

Use when implementing internationalization (i18n), String Catalogs, pluralization, or right-to-left layout support. Covers modern localization workflows with Xcode String Catalogs and…