The shared visual and writing reference for AI Engineering from Scratch pages, figures, and manuals. Use it for light and dark colour tokens, font stacks, FIG_ label formats, and card layout. Use it for the plain technical English rules and the accessibility and reduced motion defaults. Trigger phrases: "course style", "blueprint palette", "course tokens", "FIG label", "plain technical English", "check my prose", "course fonts", "dark mode tokens"

The shared visual and writing reference for AI Engineering from Scratch pages, figures, and manuals. Use it for light and dark colour tokens, font stacks, FIG_ label formats, and card layout. Use it for the plain technical English rules and the accessibility and reduced motion defaults. Trigger phrases: "course style", "blueprint palette", "course tokens", "FIG label", "plain technical English", "check my prose", "course fonts", "dark mode tokens"

处理 1c7/chinese-independent-developer 仓库的项目提交。 检查 issue #160 新评论、新开的 Issue、新开的 PR， 将有效项目添加到对应 README，关闭垃圾内容，并把评论区的意见与建议上报维护者。 历史判例与事故记录在同目录的 references/precedents.md，遇到边界判断时按需查阅。 当用户要求“收录项目”“处理提交”“处理 issue”“跑一下列表”或运行中国独立开发者列表维护流程时使用。

Trace Paperclip runs, requests, and full CI suites in Honeycomb. Use to find traces, diagnose latency, design readable and foldable waterfalls, configure opt-in OpenTelemetry, or add missing spans.

Conduct market research, competitive analysis, investor due diligence, and industry intelligence with source attribution and decision-oriented summaries. Use when the user wants market sizing, competitor comparisons, fund research, technology scans, or research that informs business decisions.

Add a new game to the Tessl Carnival midway, following the water cannon pattern and the house rules. Use when asked to build, add or create a carnival game or booth, such as ring toss, whack-a-mole, hook a duck or high striker.

审计、验证并安全同步 Codex Skill 仓库：检查包结构、manifest 和元数据，识别私有或运行时文件，审查目录组织，并将已登记的包显式同步到其他设备。用于维护 Skill 备份仓库、检查 Skill 是否完整、准备发布，或比较源仓库与已安装 Skill 目录。

审计、验证并安全同步 Codex Skill 仓库：检查包结构、manifest 和元数据，识别私有或运行时文件，审查目录组织，并将已登记的包显式同步到其他设备。用于维护 Skill 备份仓库、检查 Skill 是否完整、准备发布，或比较源仓库与已安装 Skill 目录。

Ultra-compressed code review comments. Cuts noise from PR feedback while preserving the actionable signal. Each comment is one line: location, problem, fix. Use when user says "review this PR", "code review", "review the diff", "/review", or invokes /caveman-review. Auto-triggers when reviewing pull requests.

Guides npm publishing for Fusion Framework packages through trusted publishing (OIDC) from release.yml. USE FOR: adding a new public package, preparing a first release, reserving a package name on npm, snapshot or pre-release publishing, diagnosing failed or partial npm releases (ENEEDAUTH, 401, 404, provenance), npm trust audit/bootstrap/verify, changing the release workflow. DO NOT USE FOR: writing changesets, Dependabot PRs, VS Code Marketplace publishing, rebasing Version Packages PRs, or application code changes.

Diagnose a crashed, hung, or erroring deployed Databricks App. Use when: (1) an app is crashed / UNAVAILABLE / 502s, (2) an app hangs or is unresponsive, (3) you need the stack trace behind a failure, (4) questions about reading app logs or the diagnostics env toggles.

Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when creating data pipelines, orchestrating workflows, or scheduling batch jobs.

Applies code-review feedback to the user's own pull request or merge request — triages every reviewer comment in a fresh subagent, drafts a fix or reply per item, and after the user approves the plan, edits, replies, resolves, commits, and pushes. Use when working through review feedback — "address the PR comments", "address the MR comments", "reply to CodeRabbit/Codex feedback", "resolve these review threads", "apply this review". Public mode (default) works against GitHub or GitLab. Local mode — "apply this review locally", "apply the review for myself", "apply it but don't post" — applies a local review file to the working tree and posts nothing. This is the author's side; to review someone else's PR, use pr-review.

Rewrite a thin or missing pull-request description (title + body) in the repo's own PR voice, learned from its merged-PR history — title convention, section shape, length for the diff size, how issues get closed. Grounded in the actual diff; never invents testing claims or motivation. Shows a before/after and applies with `gh pr edit` only on explicit confirmation. Use when the user asks to write, rewrite, fill in, or clean up a PR description, or to draft one for the current branch before opening a PR.

Build and deploy an MCP server from an OpenAPI / Swagger spec using the mcp-use TypeScript SDK. Use this skill whenever the user wants to "turn this OpenAPI spec into an MCP server", "make this API usable from Claude/ChatGPT", "wrap this Swagger doc as MCP tools", "expose this REST API to an LLM", "generate MCP tools from a spec", or pastes/attaches an `openapi.yaml`, `openapi.json`, or `swagger.json` and asks for a Claude-compatible version. Trigger even if the user doesn't say "MCP" — if they describe an existing HTTP API (REST endpoints, an internal service, a third-party API they have a key for) and want an LLM to call it, this is the right skill. Covers spec ingestion (file path, URL, or pasted), operation-to-tool mapping, auth wiring (apiKey, bearer, basic, OAuth bearer), scaffolding with `create-mcp-use-app`, tool generation with proper zod schemas, live testing in the mcp-use inspector, and deploying to Manufact / mcp-use cloud.

Use this skill to execute a task from the Android Agentic Maintenance Backlog. Invoke when the user provides an Asana task URL from that backlog and asks to run, start, execute, or work on it. Also invoke when the user says things like "run the next maintenance task", "work on this backlog item", or "pick up a maintenance task". Requires the Asana MCP to be configured.

Documentation reference for using Browser Use Cloud — the hosted API and SDK for browser automation. Use this skill whenever the user needs help with the Cloud REST API (v2, v3, or v4), browser-use-sdk (Python or TypeScript), X-Browser-Use-API-Key authentication, cloud sessions, browser profiles, profile sync, CDP WebSocket connections, stealth browsers, residential proxies, CAPTCHA handling, webhooks, workspaces, skills marketplace, liveUrl streaming, pricing, or integration patterns (chat UI, subagent, adding browser tools to existing agents). Also trigger for questions about n8n/Make/Zapier integration, Playwright/ Puppeteer/Selenium on cloud infrastructure, or 1Password vault integration. Do NOT use this for the open-source Python library (Agent, Browser, Tools config) — use the open-source skill instead.

Implement efficient similarity search with vector databases. Use when building semantic search, implementing nearest neighbor queries, or optimizing retrieval performance.

Generate a long-form Chinese interview-prep cheat sheet on a specific ML/LLM topic — formulas with derivations, from-scratch PyTorch code, comparison tables, and 25 高频面试题 (L1 必会 / L2 进阶 / L3 顶级 lab). Use when the user says '写面试 cheat sheet', '写一份 X 教程', '帮我准备 Y 面试题', '出一份 X 速查', or wants a 600-1000 line Chinese tutorial on a specific ML topic.

This skill should be used when the user asks to "set up claude-mem", "pair claude-mem", "connect cmem", "add my cmem key", "set up cloud sync in Cowork", or provides cmem.ai Connect values (sync token, user id, SyncHub URL) for this plugin. Configures the claude-mem-cowork plugin credentials.