Software Development AI Skills

Crawl GitHub trending repositories, analyze with LLM for Chinese insights, categorize by themes, compute diffs against history, and generate Markdown reports. Default brief mode stops at trend…

Drive every reviewer thread on a GitHub pull request to zero unresolved, iterating until the exit criterion is met. Covers bot reviewers such as Greptile and Devin and human reviewers. Fetches every…

OLS/WLS and logistic or Poisson regression with HC0-HC3 heteroskedasticity-robust SEs, one-way cluster CR0/CR1/CR1S and Bell–McCaffrey CR2, explicit Wald/t/normal inference and bread/meat diagnostics…

Generate professional visual note cards (视觉笔记卡片/信息图) from knowledge base content as single-page HTML infographics with PNG export. Use when users want to create visual summaries, knowledge cards,…

Write or update a HANDOFF.md so a fresh agent can continue this work. Use when the user says "handoff", "compact this", "context is full", or "/clear and continue".

Enforces Effective-Dart documentation on the public surface — a `///` doc on every public class/method/getter/field/typedef, a one-sentence standalone summary that says WHY plus…

查询指定 A 股的新闻情绪因子。必填 --trade-code；可选 --start-date、--end-date、--page、--page-size。接口：GET /api/v3/market/data/ashare-news-sentiment-factors。

Perform basic arithmetic operations safely using standard operators without eval or exec

Recover a stale, divergent, or conflicted Jujutsu workspace, or rebase a slice onto a moved base or parent. Use for stale-working-copy errors, divergent change IDs, or conflicted bookmarks.

Panel data analysis with Python using linearmodels and pandas.

Aplica o contrato compartilhado do Orquestrador Maestro ao trabalho de código e projeto.

Look up World of Warcraft FrameXML functions — global Lua functions, mixins, object pools, SharedXML utilities, and game utility modules. Use this for UI helpers (StaticPopup_Show, EasyMenu),…

Detect Frappe project type, installed apps, version, and tooling. Use as the first step when working on any Frappe/ERPNext codebase to understand the project structure before making changes.

Prepare to contribute to an open source repo. Reads all contribution docs, checks eligibility, assesses the user's knowledge gaps, and fills them before coding starts. Use after finding an issue with…

Generate a session handover document that captures progress, decisions, and context for seamless session continuity. This documentation shall serve Agents and Humans when working in consecutive…

Trace Odoo execution flow from an entry point through controllers, button actions, cron jobs, model methods, overrides, computes, onchanges, constraints, database operations, security checks, and side…

Guides agents through data catalog, discovery, and metadata quality workflows. Use when publishing datasets, improving discoverability, curating lineage metadata, or making data products easier for…

Model a requirement/system: extract goals, scope, roles, rules, exceptions, dependencies from PRD, docs, bugs, code; outputs a structured model with clarifications. Not for: writing cases, strategy…

Manages Git worktrees for isolated feature or milestone work. Use this skill whenever work should happen in a worktree, a worktree needs syncing with its target branch, or a finished worktree should…

Migrer Jackson 2.x til Jackson 3.x (tools.jackson) i Kotlin/Java-prosjekter — automatisert OpenRewrite-pass pluss manuell Kotlin-spesifikk opprydding og verifisering

Helps a paper hit its target length: recommends exactly what to compress when it is over the page limit, or what to add with substance when it is too short. Use when a researcher says "I'm over the…

Execute TDD implementation from task list following RED-GREEN-REFACTOR cycle with mandatory tests, stub detection, and quality gates. Activate when user mentions "implement", "build", "code",…

This skill should be used when the user asks to "develop a feature", "implement a ticket", "build PROJ-123", "run the development pipeline", "develop this ticket end to end", or wants fully autonomous…

标签治理数据基座 — 资源发现、覆盖率分析、合规检查与批量打标。触发词：标签覆盖率、资源盘点、批量打标、标签合规

Write or revise a prompt so it holds up — output contract, instruction placement, examples that earn their place, an escape hatch for bad input — and measure the change against a saved set of cases…

This skill should be used when the user asks to "create a worktree", "set up an isolated workspace", "create a branch for a feature", "start working on a new branch", or before executing an…

Use when 高教社杯/CUMCM 数学建模任务需要变量、假设、公式、约束、算法、验证设计、鲁棒性规划、灵敏度分析、结果 schema，或基于题面和本地证据的代码交接。

Triage an alert where an AI agent takes a consequential action outside its intended scope or with no human instruction behind it, running a shell command, writing to a sensitive path, spawning a…

PdfCraft is the ArtCraft PDF workbench, a clean-room Acrobat Pro reimplementation for macOS, Windows, Linux, FreeBSD and the web. Use this skill whenever the user mentions PdfCraft or pdfcraft-cli,…

Find markets where Simmer's AI consensus diverges from the real market price, then trade on the mispriced side using Kelly sizing. Scans for divergence, checks fees and safeguards, and executes trades…

Mock peer-review workflow for manuscript authors preparing conference or journal submissions. Use when the user asks in English or Chinese for mock review, simulated review, rebuttal preparation,…

Adversarial code/plan/design review by a senior dev who hates what you built. Use this skill whenever the user asks for a hostile, brutal, or adversarial review — phrases like "tear this apart",…

Initialize cc-suite for the current project — sets up the AGENTS.md bridge, registers Codex, Claude, and Antigravity MCP surfaces, and generates a .cc-suite.md config. Skill counterpart to…

Feedback-loop-first debugging discipline for hard code bugs and performance regressions. Build a tight, red-capable reproduction loop BEFORE forming any hypothesis, minimise it, then test 3-5…

Help users build and maintain strong team culture. Use when someone is defining team values, creating psychological safety, onboarding to a new team, navigating cultural change, or building…

Read-only git guardrails. No history writes, verify changes before completing. Used by speq agents. Not for general git work.

Docker and Docker Compose patterns for Python development, container security, networking, and multi-service orchestration.

Systematic root-cause investigation for hard bugs.

Install, validate, teach, and run RosettaCommons Foundry/RFdiffusion3 workflows on a local or cluster Python/GPU environment. Use when the user mentions RFdiffusion3, RFD3, Foundry, rc-foundry, RF3,…

ATB 调试指南技能。当用户遇到 ATB 算子测试问题、需要分析错误原因、或需要了解 ATB 环境配置时调用此技能。 覆盖：环境配置问题、ABI版本不匹配、内存错误、CSV测试失败、ACLNN接口问题等常见场景。

Local-only fast lane for rapid spikes and throwaway prototypes. Skips production gates, requires PROTOTYPE ONLY watermarks, and must not be pushed or deployed.

Use this skill when a company needs to know what AI it builds, buys or uses, before an AI governance programme, an AI regulation review or a customer questionnaire, and asks "list our AI systems",…

Cancel an active background Codex job.

(alamops) The go-to skill for building and shipping a whole feature end to end — not just planning or reviewing one. Fire it on any `/implement` invocation — bare, with a task, with combinable…

Use when designing system architecture, selecting architectural patterns, making trade-off decisions, and implementing scalable, maintainable systems. Includes layered architecture, microservices,…

Budget enforcement. Estimate → check → log → summary. Daily total + per-init + per-article + per-image-batch caps from config.yaml. Triggered by every API call upstream.

Call Craftsman Agent API OneKey Router to generate a LEGO 3D step-by-step instruction build plan.

Issue-driven development orchestrator. Turns improvement intent into a well-specified, bilingual issue set; clusters issues into milestones that map 1:1 to semver versions; enforces branch, commit,…

Use this skill to review grant proposal figures for compliance, resolution, accessibility, and quality. Triggers on "check grant figures", "review proposal figures", "figure QA for grant", "NIH figure…

Kotlin context parameters (`context(...)`) for scoped dependencies, DSL scopes, and migrations from context receivers. Use when designing, reviewing, or refactoring Kotlin code that uses implicit…

Greenlight a PR — fix CI failures, triage review comments, iterate until green.