overdrive

Design safe autonomous research/experiment loops inspired by Karpathy's autoresearch. Use for bounded experiment harnesses, optimization loops, overnight research plans, benchmark exploration, or repeated hypothesis testing with explicit budget, rollback, logging, and approval gates.

Plan and produce concise product brag/demo videos, launch clips, or social cutdowns from an app, feature, workflow, or release. Use when the user wants a shareable product video, feature teaser, before/after demo, founder update, or launch asset. Inspired by latent-spaces/brag, but rewritten for Overdrive with no raw upstream redistribution.

Safely guide authorized website rebuilds and visual recreations from a URL, including when to use JCodesMore's ai-website-cloner-template as a fresh project template. Use for "clone this website", "rebuild this landing page", "make a site like this", or "replicate this design" requests.

Check factual claims in writing against credible sources, rate support levels, and suggest safer wording or better citations. Use for blog posts, landing pages, reports, social posts, research summaries, investor materials, SEO content, or any output with claims, stats, studies, or factual assertions.

Use when the user wants to extract or approximate a design language from a public or authorized website: colors, typography, spacing, components, Tailwind/shadcn tokens, visual patterns, and implementation guidance. Checks optional tooling first and falls back to manual browser/source inspection.

Use when the user asks about installing, updating, checking, or using Overdrive from Claude Code. This plugin is a thin helper; the full cross-agent skill system is installed by the Overdrive CLI.

Use for ambiguous, multi-step, or high-impact requests where the agent must clarify assumptions, compare 2-3 viable approaches, break work into phases, and get phase-one alignment before implementation. Trigger on vague "build", "refactor", "add feature", "figure out", product/design/dev asks, conflicting requirements, or work whose direction materially changes the outcome. Do not use for tiny factual answers or obvious one-line edits.

Use when the user references a local PDF, Office document, spreadsheet, presentation, HTML file, CSV/data file, or ovd-workflow knowledge-vault document and the agent should convert it to clean Markdown before reading to reduce tokens and preserve structure. Uses Microsoft's MarkItDown when available; falls back gracefully when Python/MarkItDown is unavailable.

Build Apple-style liquid/frosted glass UI on the web with progressive enhancement. Use when implementing or reviewing glassmorphism, Liquid Glass, translucent navs, lens/refraction effects, SVG displacement filters, WebGL glass shaders, frosted panels, specular highlights, or cross-browser glass fallbacks.

Use for complex coding work on Codex, Cursor, Gemini, Antigravity, or other agents without Claude Code's native opusplan flow. Trigger on multi-file implementation, refactors, new features beyond one function, vague specs, migrations, release work, or tasks needing Explore -> Plan -> Implement -> Verify discipline. Pair after clarify-and-plan when ambiguity exists. Avoid trivial fixes, factual answers, and one-line edits.

Use before shipping a web app, mobile app, SaaS product, landing page, beta, waitlist, Product Hunt launch, App Store release, or client handoff. Checks product readiness, security, performance, analytics, billing, legal/privacy, support, monitoring, rollback, launch-day tasks, and first-week post-launch follow-up. Complements jack-seo-launch-audit; use this for product/business launch readiness, not only SEO.

Use for advanced web text measurement and layout with @chenglou/pretext: virtualized lists with variable-height text, shrinkwrapped chat bubbles, responsive multiline text, auto-growing textareas, dev-time label overflow checks, Canvas/SVG/WebGL text, and avoiding DOM reflow from getBoundingClientRect/offsetHeight. This is text-layout engineering/performance, not visual design polish.

Use when the user explicitly asks for Reddit/community signal, subreddit research, Reddit sentiment, or public Reddit thread/comment analysis. Uses low-volume public read-only JSON endpoints where available, with clear caveats, no auth, no API keys, no stored credentials, and graceful fallback when Reddit blocks or rate-limits requests.

Use for security reviews, vulnerability audits, hardening passes, auth/authz checks, injection/XSS/RCE/data exposure analysis, supply-chain risk, secrets handling, or "audit this for security issues" requests on agents without Claude Code's bundled /security-review. Prefer Claude Code's official /security-review when available. Report only concrete, high-confidence security findings; avoid generic best-practice noise.

Use when the user asks what they are missing, wants a plan pressure-tested, requests architectural review, asks for hidden risks/tradeoffs, or is about to make a consequential technical/product decision. Surfaces blind spots, implicit decisions, structural assumptions, scaling risks, failure modes, and decisions not yet made. Be objective and direct, not flattering.

Use for Emil Kowalski inspired web UI animation polish: CSS transitions, custom easing, duration choices, press feedback, hover/touch behavior, tooltip delay logic, origin-aware popovers, small blur-assisted state transitions, and audits for interfaces that should feel smooth, fast, responsive, and tasteful. Pair with emil-design-eng for broader UI taste and fluid-animations for spring, gesture, drag, swipe, and direct-manipulation motion.

Implement natural, Apple-quality fluid UI animation and gesture behavior. Use when coding or reviewing spring motion, Framer Motion/React animations, SwiftUI/UIKit animation, CSS transitions, drag/swipe/scroll interactions, rubberbanding, snap points, momentum projection, interruptible animations, press feedback, spatially consistent enter/exit transitions, or any interface motion that should feel tactile, responsive, and physically believable.

Use when the user asks to download, save, extract audio from, or convert a video/media URL using yt-dlp, including MP3 audio and highest-quality MP4 downloads. Supports YouTube and many other yt-dlp-supported sites. Ask for or choose a target folder, defaulting to ~/Downloads when reasonable.

Orchestrate a Jack Roberts inspired premium 3D/scroll website workflow from brand and purpose through asset prompting, scroll-driven 3D implementation, SEO polish, and optional launch. Use when the user asks to build, redesign, pitch, or publish a premium animated website, 3D scroll site, scroll-stopping landing page, AI-built client website, AntiGravity-style site, or "Jack Roberts" website system. Route to the narrower Jack skills when only one part is needed.

Build or review scroll-driven 3D/video/frame-sequence websites where a product, object, or visual transforms as the user scrolls. Use for 3D scroll websites, scroll-linked canvas, video-on-scroll, frame extraction with FFmpeg, GSAP ScrollTrigger, Framer Motion useScroll, Three.js accents, Apple-style scrollytelling, or Jack Roberts inspired scroll-stop site builds.

Generate coordinated start-frame, end-frame, and video-transition prompts for scroll-stopping website assets. Use for assembled-to-exploded product visuals, before/after transformations, 3D hero assets, image/video generation prompts, Nano Banana, Runway, Kling, Pika, Higgsfield, Veo, or any AI visual workflow intended for scroll-driven websites. Public-safe Jack Roberts inspired workflow.

Add and audit SEO, metadata, structured data, internal links, responsiveness, performance, and launch readiness for premium AI-built websites. Use after a Jack Roberts inspired site build, when adding multiple pages, preparing GitHub or Vercel launch, checking page SEO, generating SEO reports, or making a scroll/3D landing page more rankable and shareable.

Research a brand, existing website, and competitors before building a premium animated client site. Use for brand extraction, website intelligence, competitor analysis, client-facing reports, build briefs, redesign strategy, niche research, Firecrawl-style scraping, or turning an existing website into a better premium scroll/3D site direction. Public-safe Jack Roberts inspired workflow.