Software Development AI Skills

Use when finished work needs to ship as a pull request, or when creating, syncing, updating metadata, checking status, monitoring CI, or addressing review comments on a PR. Not for reviewing a PR you…

Audit one research Workspace for declared Unit outputs and Pipeline target Artifacts, writing `output/CONTRACT_REPORT.md`; use for mid-Run coverage snapshots or final delivery completeness, not deep…

Run a final code review on a pull request

IOC extraction, threat intelligence correlation, MITRE ATT&CK mapping, hunt hypothesis generation, and detection rule creation

NOTE: molecule and target inputs and your NGC_API_KEY are transmitted to external NVIDIA-hosted API endpoints on every call. Use local NIM containers for confidential or proprietary data. Run a…

Use this skill whenever the user wants to create, customize, or troubleshoot G2 v5 chart visualizations. Triggers include: any mention of 'G2', 'antv g2', '@antv/g2', 'G2 chart', 'G2 可视化', or requests…

Verify the current UI change in BrowserOS (browseros-neo MCP) on the user's dev app at http://localhost:3003. Use when the user says /verify-bs, "verify using browseros", "check it on 3003", or asks…

Retrieves up-to-date documentation, API references, and code examples for any developer technology. Use this skill whenever the user asks about a specific library, framework, SDK, CLI tool, or cloud…

Design robust error recovery, retry logic, and fallback strategies for production AI agents. Covers transient failure handling, circuit breakers, exponential backoff, state recovery, graceful…

Rigor Improve / Rigor Explore run leaf skill for bounded exploratory evidence in deep learning research repositories. Use when the researcher explicitly authorizes exploratory runs such as…

Write high-quality bug reports that get fixed quickly. Use when reporting bugs, training teams on bug reporting, or establishing bug report standards.

将数据分析转化为图文结合、便于分享的 HTML 数据故事或 Web-PPT。 适用于制作分析报告、业务简报和数据专题，尤其适合图表滚动叙事：随滚动逐步呈现数据与解读， 配合图表标注突出关键数据、变化和结论，帮助受众理解趋势、差异与构成；也支持网页演示。

How TestDriver learns your app and caches what it discovers for instant, deterministic replays

Generate sound effects from text descriptions using ElevenLabs. Use when creating sound effects, generating audio textures, producing ambient sounds, cinematic impacts, UI sounds, or any audio that…

Builds and deploys Firebase SQL Connect (aka Firebase Data Connect) backends with PostgreSQL securely. Use when designing schemas with tables and relations, writing authorized queries and mutations,…

聚宽（JoinQuant）官网策略开发指南，涵盖回测、模拟交易、数据 API、交易函数、因子与技术指标。当用户编写聚宽策略、回测、模拟盘、查询聚宽 API、get_price/order/run_daily、Alpha 因子、技术指标，或提及 joinquant、聚宽、jqdata 策略时使用。本地数据获取请用 jqdatasdk 技能。

Security payloads, bypass tables, wordlists, gf pattern names, always-rejected bug list, conditionally-valid-with-chain table, temp email creation scripts, XXE/deserialization/host header injection…

Configures a repository for super.engineering with repo-owned worktree setup and development-server scripts. Use when asked to "make this project Superconductor ready", "set up super.engineering",…

Compare interface designs and find structural friction. Use when: a change spreads across modules or a boundary is unclear. For code changes, use Refactor.

Post-migration async/await and .NET 10 performance optimization pass for Blazor apps migrated from Web Forms. Applies modern runtime patterns after the app builds and runs. WHEN: "run L3…

B站关键词搜作品工具。根据用户输入的关键词调用 Redfox 接口搜索B站最新视频，支持按排序方式和发布时间筛选，返回新鲜数据（非缓存/历史数据）。当用户要求搜索B站最新内容、查看某关键词下的视频数据时使用。触发词：B站搜索、B站最新视频、B站热门、B站搜作品、bilibili搜索。

Coordinate multi-agent development pipelines using shared JSON task files. Use when dispatching work across dev team agents (code-agent, test-agent, docs-agent, monitor-bot), tracking pipeline…

全栈开发 Agent — 前后端一体化开发、API 集成、端到端功能实现

SOP for terminal-based, git-native AI pair programming with Aider (git work-tree + tree-sitter repo-map + edit-format + human-in-loop REPL). Use when editing code in an existing git repo via an LLM,…

Grilling session that challenges your plan against the existing domain model, sharpens terminology, and updates documentation (CONTEXT.md, ADRs) inline as decisions crystallise. Use when user wants to…

PRD template and authoring rules for Foreman. Synthesizes a PRD from the approved plan and the grilled decisions and writes it as a local file in the Foreman feature directory. Does not interview the…

Maximize information density: preserve all instructions, remove prose filler.

Interact with Gmail - search emails, read messages, send emails, create drafts, and manage labels. Use when user asks to: search email, read email, send email, create email draft, mark as read,…

API 契约架构专家 Owner — 当任务涉及 public API、HTTP/SDK/CLI 契约、版本兼容、错误模型、分页过滤、幂等、Schema、类型、迁移或消费者影响时使用；要求先冻结消费者契约，再设计实现与验证。

根据用户的视频需求(场景、时长、音频、语言、平台限制、预算、是否需要本地部署/角色一致性等),从 16 个主流 AI 视频模型(12 商业 + 4 开源)中推荐最匹配的 1-3 个,并解释为什么。覆盖商业:Seedance 2.0、HappyHorse 1.0、Kling 3.0、Sora 2、Veo 3.1、**Gemini Omni**(2026-05 新)、Runway…

Use this skill when the user says 'webhook', 'webhook handler', 'webhook endpoint', 'receive events', 'HMAC verification', 'idempotency', or needs secure webhook handlers with signature verification,…

Analyze the current session and write a self-contained handoff document so a fresh agent can resume the work with full context — outputs a single "Read XXX.md and do YYY." sentence

Makes existing code easier to understand without changing behavior. Use to simplify structure, remove duplication or dead code, improve names, or remove unnecessary abstractions.

Execute a written implementation plan task-by-task with inline verification. Stop and ask on blockers. No forced sub-skill chains. Use when a plan exists and you're ready to implement.

Run autonomous task execution using the codex CLI. Use when the user asks to "codex exec", "run codex exec", "execute a task with codex", or "delegate to codex".

Record a hard-won engineering lesson after a bug or mistake is resolved. Use when a bug resisted ATLAS until Boss's guidance cracked it, or when a long debugging hunt ended in an aha moment worth…

Use when exposing C++ to Blueprint or calling Blueprint from C++: UFUNCTION(BlueprintCallable), BlueprintPure, BlueprintImplementableEvent, BlueprintNativeEvent, _Implementation,…

Remote JavaScript console and debugging on mobile. Use for phone/tablet console errors, responsive testing, Eruda, and vConsole.

Use when real-time speech synthesis is needed with Alibaba Cloud Model Studio Qwen TTS Realtime models. Use when low-latency interactive speech is required, including instruction-controlled realtime…

Consolidate IBRK trade CSV files from a directory into a summary report. Groups trades by symbol, underlying, date, strike, buy/sell, and open/close. Outputs both markdown and CSV.

Foundational software design principles applied specifically to robotics module development. Use this skill when designing robot software modules, structuring codebases, making architecture decisions,…

Bayesian modeling with PyMC 5: priors, likelihood, NUTS/ADVI sampling, diagnostics (R-hat, ESS), LOO/WAIC comparison, prediction. Hierarchical, logistic, GP variants; predictive checks.

Build apps with the Claude API or Anthropic SDK. TRIGGER when: code imports `anthropic`/`@anthropic-ai/sdk`/`claude_agent_sdk`, or user asks to use Claude API, Anthropic SDKs, or Agent SDK. DO NOT…

Technical architecture review agent for execution plans. Uses cto-advisor skill to evaluate technical decisions, architecture patterns, tech debt implications, and technology choices in plan.md.…

Execute one omh-ralph task: file-scope, commit, report.

Use Sentry MCP to discover, triage, and fix production issues with root-cause analysis. Use when asked to fix Sentry issues, triage production errors, investigate error spikes, or clean up Sentry…

需求分析阶段入口；聚合评分、追问与范围判定规则，按需加载 references/assets/scripts。

When the user asks for a code review, shares code for feedback, or says "review this", "check my code", "what's wrong with this". Also activate when reviewing a pull request or diff.

Generate comprehensive BIM model validation reports. Check data quality, completeness, and compliance with standards.

Auto-fix security vulnerabilities found in CII, AI, robot, space, and supply chain systems. Generates hardening scripts and SBOM-based vulnerability remediation. Use when "fix vulnerabilities", "apply…

Modernize test suites to use modern Swift Testing features or migrate from XCTest.