Coding & Development

Prove behavior before declaring engineering work complete.

Volatility forecasting and position sizing via walk-forward GARCH(1,1). Use whenever the user asks about volatility forecasts, position sizing, "how much should I put on", vol targeting, risk throttling, storm/calm regimes, or wants to test whether vol-targeted sizing improves an existing strategy. Works on any ticker (yfinance) or any CSV with date + close columns. Answers "how much" — never "which way".

Diagnose and fix Claude in Chrome MCP extension connectivity issues. Use when mcp__claude-in-chrome__* tools fail, return "Browser extension is not connected", or behave erratically.

Reviews a code target by launching a panel of specialist auditor agents and merging their reports. Use when asked to run a panel review.

Runs an autonomous review-and-fix improvement loop over the current branch's changes until a PR review comes back clean, scoped mechanically to the directories the branch touched. Reviews are performed by an installed PR-review skill (default: pr-review-toolkit's review-pr). Use to fix review findings on a branch before opening or updating a pull request ('clean up this branch', 'fix this PR until review passes', 'run review-and-fix on my changes'). NOT for a one-time review — run the PR-review skill directly.

Create, update, or close work plans for multi-step tasks. Use when starting refactors, bug lists, feature work, migrations, or any task with 2+ steps. Also use after auto-compaction to re-orient. Triggers: "workplan", "work plan", "create a plan", "what's the plan", "where was I", or when Claude detects

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An 18-agent pipeline that turns one topic line into a drafted

Turn a CV into a shortlist of live startup roles from Rocketlist's public job board, including adjacent job titles the person would never have searched for, each with its published salary, the evidence for the fit, and a direct apply link. Use for "find roles I would be a strong fit for", career pivots, remote or VC-backed job hunts, and salary-visible role discovery.

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CloudDrive2 云盘管理: 通过本机 gRPC (127.0.0.1:19798) 列出/搜索/移动/复制/删除云盘文件, 创建文件夹, 加密, 离线下载, 获取下载链接, 管理挂载点/云盘/备份/传输任务/API令牌/账户. 触发词: 115, 百度网盘, 迅雷, 云盘, CloudDrive, CD2, 离线下载, 转存, 刮削, 挂载, strm.

Run before concluding anything from an HTTP error on a third-party API. Separates a real credential/entitlement problem from a CDN or WAF block, a wrong endpoint, or a client-signature ban. Use whenever an API returns 401/403/402/429 and you are about to say "the key is dead", "credits are exhausted", "the plan lacks access", or "we are rate limited".

Keep sessions fast and cheap. Always on.

Keep memory warm and small. Hydrate at start, distill at end.

Basic guardrails for agents. Injection checks, secret scanning, sandboxing.

检测中文写作里的"AI 味"。当用户要求检测 AI 味、判断文字是否像 AI 写的、审查 AI 写作痕迹、去 AI 味时使用。

Addy Osmani agent skill for frontend UI engineering best practices.

Addy Osmani agent skill for spec-driven development workflows.

Addy Osmani agent skill for context engineering with coding agents.

Parallel divergent ideation for coding agents. Spawns isolated branches under different cognitive frames, scores, clusters, prunes traps, and deepens top survivors.

Deploy, register, seed or check a Peg Pool (zero-fee PegAsset wrapper + PegPool) for tokenized stocks on Robinhood Chain. Covers NVDA, AAPL, GOOGL, MSFT, AMZN, TSM, SPCX, AVGO, META, TSLA. Two wallet signatures, no private keys.

Draw honest service-topology and request-path diagrams. Use when mapping how a request reaches a service, or turning manifests/traces into an architecture sketch. Separates the verified path from inferred companions; never invents components.

Garbage collection for your Claude Code configuration. Periodically scans ~/.claude (skills, memory, hooks, permissions, MCP servers, caches) for redundant, stale, orphaned, or low-value items, then walks the user through a confirm-each-deletion cleanup. Use when the user says "clean up my config", "config GC", "too many skills", "audit my setup", "my .claude is bloated", or asks for a periodic config review.