Software Development AI Skills

Run API integration tests against the running backend, verify endpoints return expected responses and status codes. Use after deploying a preview or starting the dev server.

Spawn-count analytics for the tonone roster — which agents this project actually uses, from local session transcripts. Use when "which agents do we actually use", "show tonone stats", "prune the…

Use when the user asks about GitNexus itself — available tools, how to query the knowledge graph, MCP resources, graph schema, or workflow reference. Examples: "What GitNexus tools are available?",…

Scaffold option & workflow blueprint that adapts a project's /radioactive development lifecycle by embedding Matt Pocock / AI Hero skills (wayfinder, grilling, domain-modeling, research, prototype,…

从零把 dsh-douyin-scroll（刷抖音插件）装进 DeepSeek Harness 并接上抖音账号：装依赖、扫码或粘 Cookie 登录、配置关键词与配额、跑第一轮出日报、调通知、排障。用户说「装抖音插件」「抖音怎么接」「刷抖音怎么配」「抖音登录失败」「抖音 Cookie 过期」「抖音日报没出来」时加载。

Enable MIPI/GMSL camera sensors on a Jetson Thor or Orin custom carrier by rendering a kernel-DT overlay from the in-tree sensor DTSI. Do NOT use for UPHY lane allocation or ODMDATA edits.

Find the mistakes agents keep repeating in this repo and make each one impossible. Try architecture first, then types, then a lint whose error names the fix, then a test, and write docs last. Prove…

Interactive QA session where you describe bugs conversationally and the agent files durable GitHub issues using the project's domain language. Explores the codebase in the background for context. Use…

Run Indic speech and language tasks through the Sarvam MCP server: translate text, transcribe or dub audio, TTS, localize i18n files, LLM complete, document parse / extract / classify / split, or…

把 KiCad 原理圖與 PCB 佈局畫成符合人類習慣、方便除錯的樣子：用 KiCad 內建 symbol、電源 symbol、實際畫線、依電流／訊號流向分區、文字不重疊，佈局對應原理圖分區並留好除錯點。只改畫法時以 netlist 連線分群比對證明電路不變。Use when drawing, redrawing, cleaning up or reviewing a schematic or…

Python implementation of the `architecture-as-code` pattern. Per-package `architecture.toml` files merged into a single `import-linter` config and enforced via `lint-imports` (over a Grimp-built…

Guide for integrating modern web frameworks with Capacitor. Covers Next.js static export, React, Vue, Angular, Svelte, and others. Use this skill when converting framework apps to mobile apps with…

Looks up current LiveKit facts (API signatures, CLI flags, config options, model and provider support, SDK changelogs, pricing) from the docs instead of answering from memory. Use whenever a question…

Prioritize features and backlog items using RICE scoring and Linear's enablers vs blockers lens. Use when asked to rank features, prioritize a backlog, decide what to build next, or evaluate feature…

Scientific image standardization for microscopy, fluorescence, histology, pathology, and electron-microscopy image batches. Use when the user has raw or derived scientific raster images needing…

Expert coding assistant for Catalyst by Zoho — Zoho's full-stack cloud platform. Use for any question about Catalyst services, CLI, SDKs, architecture, pricing, or Zoho MCP tool-based infrastructure…

Use when creating or managing CCE Kubernetes clusters. Covers cluster creation, node pools, SWR registry, autoscaling. Triggers: CCE, Kubernetes, K8s, cluster, node pool, container, SWR. NOT for:…

Apply rich formatting to Notion pages - toggles, callouts, headers, and styled text. Use when creating or formatting Notion documents via the Notion MCP server.

Mandatory skills, conventions, and behavioral rules for Avalonia UI development using the Zafiro toolkit.

Spawn full peer Codex or Claude sessions in their own panes and git worktrees — real sessions, not subagents — briefed by the lead and merged back. Not for bounded consults a subagent covers. Use when…

Pick up open GitHub issues from collaborators and create PRs to solve them. Use when triaging and resolving reported bugs or feature requests.

Direct operational Q&A with a SAP module consultant agent. Auto-routes the question to the matching sap-{module}-consultant and answers against the configured SAP environment (version, industry,…

Use when starting a security assessment to map architecture, entry points, and attack surface (Phase 1 & 2)

Choose, build, modify, debug, or verify Runway recipe integrations: match a recipe to the user's use case, follow its current contract, implement SDK client.recipes calls, and wire results into the…

Find and compare real UI examples from UIZZE’s 800,000+ web and iOS screens. Use for UI inspiration, UI research, design references, comparable apps, user flows, layouts, navigation, components,…

Guide users through obtaining and configuring a Vapi API key. Use when the user needs to set up Vapi, when API calls fail due to missing keys, or when the user mentions needing access to Vapi's voice…

Bun as runtime, package manager, bundler, and test runner. When to choose Bun vs Node, migration notes, and Vercel support.

Use when you have a spec or requirements for a multi-step task, before touching code

Review Kafka producer and consumer performance configurations in both the live cluster (via Lenses MCP) and the codebase. Flags un-tuned defaults, anti-patterns and missing best practices. Use when…

TRIGGER: before putting a comparison with more than 2 axes, more than 3 candidates, or weights into `AskUserQuestion` `preview:` chips, invoke this skill and ask "quick inline chips, or a full HTML…

Create a new cpp_tests entry for validating a C++ interface vtable layout against binary reference YAMLs. Creates the .cpp test file in cpp_tests/ and appends a configs/<GAMEVER>.yaml entry under…

Branch authorization, control/integration/source checkout isolation, L1/L2 writable-task isolation, QC/QA checkout alignment, guarded worktree/branch cleanup after merge.

Answers questions about an open-source project in a public Discord from the project's own source tree and docs, and helps reporters draft GitHub issues as prefilled links they submit themselves. Use…

Reusable Lean 4 and Mathlib lessons for analysis formalizations. Use when choosing an ambient carrier or repository layout, debugging elaboration and typeclass costs, preserving constant dependencies,…

Execute Anarlog work immediately while recording issues, decisions, progress, and lessons in Linear. Use for Anarlog repository or Anarlog desktop, web, mobile, and API work, including related…

Deterministic guardrail engine that enforces "write-it-and-it's-wrong" red-lines at write time - a PostToolUse hook runs engine/check.py on every Write/Edit and blocks violations per project-defined…

Delegates coding/research tasks to the Google Antigravity CLI (`agy`) for external-model execution (Gemini 3.x, Claude Sonnet/Opus 4.6, GPT-OSS). Replaces the broken `collaborating-with-gemini` skill.…

Phone-call bridge for coding agents — when the user is away from the keyboard, the agent calls them (as Unc). Use when the user says "activate hands free" / "deactivate hands free" (also hands-free,…

Turn a crawler-produced Tapestry artifact into a source-appropriate structured feed. Use when a user wants a rigorous feed entry, normalized text output, or source-specific organization rather than a…

Enforces a fixed main() cold-launch order — crash-log sink + FlutterError.onError + PlatformDispatcher.onError installed BEFORE any code that can throw, settings/theme read before runApp so the first…

查询龙虎榜明细。接口：GET /api/v1/market/data/abnormal-trading-details。所有请求必须设置 FTSHARE_API_KEY。

Lightweight project takeover skill: 2-phase runtime (Understand → Execute) for analyzing and improving existing codebases. Optimized for smaller models.

Search ChEMBL bioactive molecules database with natural language queries. Find compounds and assay data with Valyu semantic search.

Fold a change into the local commit it belongs to instead of adding a follow-up. Use for amendments, earlier-commit corrections, rewording, and changes that map to one or more existing local commits;…

Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.

Use when creating, deploying, or managing Dataverse web resources for model-driven apps. Covers JavaScript form scripts (OnLoad, OnSave, OnChange events), HTML dashboard pages, CSS styling, image…

Build, customize, and deploy Ghost CMS themes. Use whenever the user mentions Ghost themes, Ghost CMS, Handlebars templates (.hbs), Ghost Admin, membership/subscription integration, custom settings,…

Automatically tune game/system parameters toward target metrics under explicit constraints. Use when iterating configuration weights, payout tables, trigger rates, or other balancing levers; running…

Use when the user explicitly wants an autonomous, end-to-end software delivery workflow from an idea or brief to verified working code.

Applies Mixup augmentation to 3D volumetric images and their segmentation masks, interpolating both inputs and loss targets.

React and Next.js performance optimization guidelines from Vercel Engineering. This skill should be used when writing, reviewing, or refactoring React/Next.js code to ensure optimal performance…