Software Development AI Skills

Comprehensive best practices, design patterns, and common pitfalls for ROS2 (Robot Operating System 2) development. Use this skill when building ROS2 nodes, packages, launch files, components, or…

Create a Conventional Commit message for staged changes and run git commit. Use when changes are staged and you need a commit message in the form type(scope): subject, with a <=100 character…

DL cell/nucleus segmentation for fluorescence and brightfield microscopy. Pre-trained models (cyto3, nuclei, tissuenet) and a generalist flow-based algorithm segment cells without retraining. Outputs…

用 Mermaid 语法生成可视化图表 — 流程图、架构图、序列图、ER 图、甘特图、状态图、思维导图、饼图等结构化图表。当用户要求画图/画架构图/画流程图等结构化可视化需求时触发，直接输出 mermaid 代码块，前端会自动转换为 HTML 并在沙箱 iframe 中渲染。

Produces mock server definitions, sandbox environment specs, API stub configurations, and fixture data for any API. Use whenever the user asks about mocking an API, creating a sandbox, "fake server",…

Drive omh-triage: when to invoke, how to run rounds.

Python backend for Databricks Apps — FastAPI (default), Flask, Dash, Streamlit, Gradio, Reflex. **Default for a new Databricks App is `databricks-apps` (AppKit — Node/TypeScript/React) — reach for it…

Generate images and visualizations from Revit/IFC files without BIM software. Python-based noBIM tool for batch processing.

When the user wants to create or optimize in-app paywalls, upgrade screens, upsell modals, or feature gates. Also use when the user mentions "paywall," "upgrade screen," "upgrade modal," "upsell,"…

Package a finished piece of work (spec, prototype, implementation notes) into a single document that gets reviewers to understanding and approval fast. Use when the user needs buy-in, a review, or a…

Resolve the right account owner for a lead using contact, company, and deal ownership evidence.

Use when sending local changes back to the project (an added journal profile, a fixed checklist item, an adapted skill) or reporting a false positive or bug. Finds what changed, scans it for patient…

Create and maintain one committed per-project memory file (PROJECT.md) so agents stop re-discovering the same facts every cold session. Stores only the stable, expensive-to-rediscover, not-in-the-code…

Replace an exact, unique string in an existing file. Use for targeted single-occurrence edits to files from the Python kernel instead of rewriting the whole file.

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

CI/CD pipeline attack hunting (GitHub Actions focus) - pwn requests (pull_request_target), script injection, self-hosted runner takeover, cache poisoning, OIDC-to-cloud token theft, poisoned pipeline…

Worst Possible Idea (reverse brainstorming) — deliberately design the most terrible solutions to the problem, name the mechanism that makes each one bad, then invert those mechanisms into strong…

Use when calling external HTTP APIs from Spring Boot 3 / Spring Framework 6 with declarative HttpExchange interfaces. Covers manual proxy registration, RestClient versus WebClient, and timeout and…

Runs an evidence-based investigation of a bug, failure, or unexpected behavior with investigate and publishes the resulting investigation report to a user-specified Confluence location. Use when the…

Generates structured changelogs and release notes from git history and PRs, classifying breaking changes, features, fixes, performance, docs. Triggers on: "generate changelog", "write release notes",…

Read, search, and organize emails via the himalaya CLI (IMAP/SMTP). Use when the user asks to check email, search messages, list folders, download attachments, or manage email flags and folders.

Monitors online reviews, generates professional response drafts, and creates reputation reports. Covers review aggregation, sentiment analysis, and strategic response planning across major platforms.

针对 Zafiro Android 真机/模拟器进行 QA 测试与端到端验证。通过 Release 版提供的 Zafiro MCP 服务操控手机、截屏与验证 Tool 表现，结合 ADB 注入沙箱环境与拉取调试日志，验证 Debug 版功能。

A fundamental skill that demonstrates the basic execution of a Python script. It serves as a "Hello, World!" example for the skill system, verifying that the environment is correctly set up and that…

Use for DSH plugin compatibility, migration, upgrade, regression, or post-upgrade diagnosis, including read-only review of already-migrated plugin source and version-boundary, API, dependency,…

Use when working inside a Scaffold-ETH 2 app: running it against a local chain or a fork of a real chain, demoing on that fork, or shipping it as a static export to IPFS or ENS. Not for rehearsing or…

Semantic code search using mgrep for efficient codebase exploration. This skill should be used when searching or exploring codebases with more than 30 non-gitignored files and/or nested directory…

Use when Rudder local Desktop development, Electron shell, embedded Postgres, ~/.rudder instance state, dev startup, update/install smoke, packaged boot, or release-blocking local Desktop validation…

Implement one phase of the plan specified by the user. Only implements a single phase per invocation, then stops for user review. Never commits automatically.

Provides NewebPay integration overview and guides users to the appropriate skill. Use when starting NewebPay integration, setting up environment, or needing general guidance about 藍新金流.

Task lifecycle state transitions with validation gates. Defines states, triggers, and required proofs.

Audit and organize AI coding-agent instructions, including AGENTS.md, CLAUDE.md, skills, and agent definitions. Use when the user asks to diagnose conflicting instructions, excessive approval pauses,…

Use when the user wants to create any technical diagram - architecture, data flow, flowchart, sequence, agent/memory, or concept map - and export as SVG+PNG. Trigger on: "画图" "帮我画" "生成图" "做个图" "架构图"…

This skill should be used when the user says "update CLAUDE.md", "refresh CLAUDE.md", "sync CLAUDE.md with the codebase", "reorganize CLAUDE.md", "optimize project instructions", or when CLAUDE.md is…

Automated .NET/C# decompilation and security analysis. Uses ilspycmd for batch decompilation with manual IL fallback. Detects obfuscators (ConfuserEx, .NET Reactor, Babel) and scans for license logic,…

Use Bright Data's Discover API — intent-ranked, AI-relevance-scored web search at scale (not keyword SERP). Trigger a discovery job and retrieve ranked results (link, title, description,…

Bare-metal DMA skill for memory-peripheral transfers. Use when configuring DMA channels, circular mode, double buffering, or DMA IRQ completion. Activates on queries about DMA bare-metal, circular…

Merge the latest main branch into your current feature branch. Use when you need to sync your branch with upstream changes.

Use this skill to remove AI writing patterns from text so it reads like a person wrote it: 'this sounds like AI,' 'too robotic,' 'AI slop,' 'make this sound human,' 'sounds like ChatGPT,' or 'remove…

Guidelines for developing GraphQL APIs and React applications using Apollo Client for state management, data fetching, and caching

Generate test assertions from existing code implementation. Use when the user has implementation code without tests or incomplete test coverage, and needs assertions synthesized by analyzing the…

Football (soccer) data across the world's major leagues — standings, schedules, match stats, xG, transfers, player profiles, head-to-head history, team strength (Elo), and match forecasts. Zero…

Provides framework-agnostic JavaScript runtime performance patterns. Use when optimizing hot paths, loops, DOM operations, caching, or data structure choices in performance-critical code.

Use when creating or updating CLAUDE.md files for projects or subdirectories - covers top-level vs domain-level organization, capturing architectural intent and contracts, and mandatory freshness…

Build applications that programmatically interact with GitHub Copilot. The SDK wraps the Copilot CLI via JSON-RPC, providing session management, custom tools, hooks, MCP server integration, and…

Use when driving Simcenter STAR-CCM+ for CFD/multiphysics tasks: batch macro execution, mesh generation, solver setup, and result extraction. Choose the smallest real control path first: direct…

JeecgBoot 系统主数据查询与管理。Use when user asks to query/create/manage system master data, or says "查询角色", "查询用户", "查询部门", "查询字典", "创建字典", "创建角色", "查岗位", "查职务", "查租户", "查数据源", "查定时任务", "系统主数据", "query roles",…

Discover and apply organization coding standards from .forge-review/ configuration

Use when deploying or configuring this project on Vercel — env vars, build settings, serverless limits, and production checks for Next.js or Express.

Designs software features collaboratively through visual scenarios and iterative refinement. Use when designing features, tools, UIs, workflows, or any system before implementation.

API testing skill using Playwright's built-in APIRequestContext for RESTful service validation, authentication flows, and API contract verification.