#SkillRepo stars
- 1585Whiteboard Book Video Skillnutllwhy/whiteboard-book-video-skill白板火柴人拆书短视频工作流。用于把一本书或一段长内容做成 60-90 秒竖屏(9:16)白板手绘信息图风格的拆书口播短视频,并用 HyperFrames 在本地渲染无平台水印的最终成片。覆盖:拆书脚本与分镜表生成、白板火柴人信息图分镜图生成、口播配音生成(可选男声/女声)、背景音乐生成(可选活泼/沉稳/其他风格)、每个阶段与用户确认、HyperFrames 动效渲染+字幕卡点+音乐混音装配、成片交付。当用户提到"拆书视频""拆解一本书""白板风/火柴人信息图短视频""口播短视频""书评视频""把这本书做成视频"等需求时使用。73
- 1586All DeployHainrixz/all-deployDeploys websites, web apps, APIs, and agents to the internet with a strict pre-deploy audit and a preview → health-check → prod flow. Handles plain HTML/CSS/JS pages and static sites (Astro, Hugo, Jekyll, Eleventy, Vite) as well as Next, Remix, Nuxt, SvelteKit, FastAPI, Flask, Express, MCP servers, Claude Agent SDK scripts, Python workers, and Dockerized projects. Routes to free static hosts — Cloudflare Pages, Netlify, GitHub Pages, Render — or to Vercel, Railway, Docker+SSH VPS, or a cloudflared tunnel, and can also run the project locally. Use when the user says "/all-deploy", "/deploy", "/72
- 1587Aurasmorky850612/AurakitAll-in-one fullstack dev engine. /aura: 46 modes (build/fix/clean/deploy/review/spec/lore/ax/experiment/payment/debug/qa/orchestrate/escalate+), 6-layer security with 32 hooks, tiered models (ZERO/ECO/PRO/MAX), 8 languages, 16 specialized agents, SPEC/EARS/TRUST5/XLOOP/RALF/Autopus absorbed. ~55% token savings.45
- 1588Notebooklm Video ResearchBayramAnnakov/notebooklm-youtube-skillAutomate NotebookLM notebook creation from YouTube videos. Given a YouTube video URL, extract information about people featured in the video, research them online, create a new NotebookLM notebook with the video and research as sources, and generate an audio overview. Uses screenshot-first automation to reliably target UI elements.77
- 1589Skill Creator Plusrobonuggets/skill-creator-plusAudits, creates and improves Agent Skills (folders with a SKILL.md) against Anthropic's skill authoring best practices, the Claude Code skills docs and the prompting guides for newer models such as Claude Fable 5 and Opus 5.5. Audit mode reports every rule as pass, fail or not applicable, with file and line evidence and a proposed fix, and changes nothing until the user approves. Use when the user asks to audit, review, check or score a skill or a folder of skills, to create a new skill or turn a repeated workflow into one, to improve, shorten, refactor or update an old skill for newer models,74
- 1590Take Onetalsiach/take-oneTurn a short request into a finished short film rendered from code, working like a studio team of twelve jobs (strategist, creative director, writer, voice director, art director, storyboard artist, cinematographer, composer, sound designer, editor, reviewer, social copywriter). For launch and product videos, explainers, music videos, brand and story films. It learns the brand from its site, pitches the best route first (code, real-looking pictures, moving shots from a video model) with prices, asks whether to run to a finished first take or work in stages, always asks before spending money, c71
- 1591Unslopasavvin-pixel/unslopRemoves signs of AI generation from English text and prevents them from appearing in new writing. Works on three levels: typography and mechanics, vocabulary and rhetoric, structure and epistemics. Use whenever the user asks to "humanize", "unslop", "de-AI", "make this sound human", "remove the AI style", "make it not sound generated". Also apply from the first draft when writing ANY English text for people: posts, articles, emails, reports, docs, landing pages, product copy. Do not wait to be asked. If the text is in English and a person will read it, this skill applies.79
- 1592Who Built This Before Meiagochavarry/who-built-this-before-meCheck whether a project, tool, library, or product idea has already been built before the user invests time in it. Find existing solutions, extract standard patterns, benchmark the user's angle against prior art, and deliver a clear verdict (build / fork / contribute / use existing / investigate why it failed). Use this skill whenever the user describes something they're thinking of building, making, shipping, launching, or coding — especially phrases like "I want to build…", "I'm thinking of making…", "should I build X…", "is there already a…", "my idea is…", or when the user is scoping a new76
- 1593Interview Masterchen3tu/interview-master-skillPrepare for job interviews using a candidate's real experience and target role. Analyze JDs, build tailored answers and work samples, run adaptive mock interviews, debrief, and support salary or offer decisions. Supports multilingual coaching and interview answers, including Chinese and English (面试准备、岗位分析、模拟面试、面试复盘、谈薪).80
- 1594Media Publish CheckXshuiAi/media-publish-checkAll-platform pre-publish audit and adaptation for creators publishing to 抖音/Douyin、小红书/Xiaohongshu、微信视频号/Weixin Video Accounts、快手/Kuaishou. Review videos, images, graphic posts, audio, articles, transcripts, subtitles, covers, livestream scripts, product claims, reposted material, and overseas content. Use when users need one Skill to check visible content, spoken claims, AI disclosure, sources, rights, commercial context, platform mentions, livestream commerce, or platform-specific release versions. Trigger on requests such as “能不能发”“发布前审核”“查违禁词/敏感词”“会不会限流”“检查口播/字幕/封面/导流/带货”“标注 AI/转载/演绎/广告/个人71
- 1595Pakco HTMLpakco77/pakco-htmlCreates HTML decks, webpages, and social cards with pakco.html templates. Use for slides, PPT-style reports, visual web pages, or the style picker.76
- 1596Platform Skillsnitinjain999/platform-skillsUse when troubleshooting, implementing, reviewing, or auditing platform infrastructure as a system — where Kubernetes, GitOps, CI/CD, and security concerns intersect. Provides structured diagnosis with blast radius, validation steps, and rollback plan for: Kubernetes, Flux CD, Argo CD, Terraform, GitHub Actions (composite actions, OIDC, SHA pinning), AWS, Azure, GKE, Linkerd, KEDA, Karpenter, supply chain security (Cosign, SBOM, SLSA), Kubernetes posture with Kubescape (NSA, MITRE, CIS, SOC2, PR gates, operator runtime detection), Falco, Chaos Engineering, DORA metrics, Datadog/Dynatrace/LLM o71
- 1597Watch VideoNewuxtreme/watch-video-skillSLASH-COMMAND-ONLY. Invoke ONLY when the user explicitly types the literal `/watch-video` slash command. Never auto-trigger on phrases like "watch this video," "summarize this video," "take notes on this video," or on a bare YouTube URL. For ad-hoc YouTube questions, fetch the transcript directly (YouTube page or yt-dlp) and skim — do not run this heavyweight pipeline.78
- 1598Chinese Reference Formatter SkillZechang-Xiong/chinese-reference-formatter-skill根据中英文文献题名核验公开元数据,生成通用中文参考文献和 BibTeX。Use for Chinese academic references, GB/T 7714-style bibliography formatting, and citation completion from literature titles.79
- 1599Fortune Liuyaoshubhaviatiningsih-byte/fortune-liuyao-skill当用户提出六爻占卜、六爻排盘、文王纳甲、京房八宫、三枚硬币起卦、手动输入六次爻值,或询问事业、感情、财富、学业等六爻问题时使用;英文 Liuyao、Six Lines Divination、Wenwang Najia、I Ching coin casting 也应触发。完成确定性排盘、领域方法加载、当前对话中的完整综合解读、包含卦盘与解读的 HTML 完整报告、标准分享图及事实一致性检查;对高风险医疗、生死、胎儿性别、失踪定位等问题只提供现实帮助。74
- 1600Ict Trading Modelcarreypro/ict-trading-modelAnalyze liquid markets with a strict ICT/SMC framework that combines multi-timeframe bias, liquidity sweeps, displacement, close-confirmed MSS/BOS, FVG/OB/Breaker/OTE retracements, premium-discount location, session timing, invalidation, targets, and risk-to-reward. Use for ICT chart reviews, live-market analysis, OHLCV scans, or validating a user's trade thesis. Return an auditable setup status and conditional plan; do not use for generic indicator analysis, order execution, or claims of proven institutional intent.66
- 1601Memsdsrss/claude-mem-liteUse when: querying past work, managing memories, checking project history, or saving session findings68
- 1602PDF Translatelxsssssss/pdf-translateUse when translating PDF documents between languages while strictly preserving original layout, formatting, typography, tables, and signatures. Powered by LLM direct comprehension, two-stage data-contract translation, chunked modular generation, in-browser JS overflow detection, and high-fidelity vector PDF reconstruction. Features zero-hallucination guardrails and automated 1:1 page-by-page audit script (audit_pdf.py).93
- 1603Platform Product Managershuangluan/Product-Manager-PlatformUse this skill for platform product management challenges in B2B or enterprise SaaS contexts. Invoke it when someone needs help thinking through: how platform capabilities should be structured across architecture layers; writing PRDs for platform features like permissions, multi-tenancy, or APIs; mapping user journeys for multi-role platforms (admins, members, guests); zero-to-one platform design or one-to-ten scaling strategy; event tracking schemas, north star metrics, or post-launch analytics for a platform product; designing or generating operational dashboards, monitoring views, or data c77
- 1604Regional Culture Posterdacnay816y62-hub/regional-culture-posterConvert Chinese provinces, municipalities, autonomous regions, cities, counties, ancient cities, and cultural regions into restrained contemporary posters led by one culturally transformed Chinese character. Supports direct one-shot final image generation and layered production. Use when the user asks for a 中国省域文化海报、城市文化海报、地域文化视觉、极简大字海报、地区系列海报、展览主视觉、出版或社交封面,requests 直接生成、一次成图、不合成、不要后期、direct generation, or wants cultural analysis, art direction, image prompts, rendered poster images, or a coherent batch series for places such as 北京、广东、福建、江南、岭南、巴蜀 or 关中.69
- 1605B0risingwavelabs/box0Delegate tasks to AI agents via Box0. Use when the user asks to review code, check security, run tests, compare tools, get multiple perspectives, research a topic, analyze data, write docs, or any task that could benefit from specialized or parallel execution. Also use when the user mentions agent names or says "ask", "delegate", "get opinions from", or "have someone".80
- 1606Claude Code Eyesfcavalcantirj/claude-code-eyesLook at real hardware, screens, panels, and wiring on a desk or workbench through a camera, so Claude can SEE physical output that no unit test, log, or API can. Use whenever the user says "are you seeing this?", "olha isso", "look at this", "watch this", "can you see...", "check the camera", "look at the screen" / "look at the display", "is this wired right?", or "what's this part?"; asks to visually verify a rendered display, LCD, LED, or panel; wants a wiring, polarity, or voltage-rail check before power-on; or needs to confirm a font, layout, clipping, or on-screen value renders correctly 52
- 1607Literature Review Skillsxingtaxueshu/literature-review-skillsUse when the user wants to do a literature review but does not know which step to start with, or asks which of the five literature-review skills (refine question, decompose modules, compare methods, map contradictions, locate research gap) to use. 用户要做文献综述但不知从哪步开始时使用;也用于选题太宽、综述结构、方法比较、文献矛盾、研究空白等综述各阶段的分流。75
- 1608Video Storyboard GeneratorOYYH-Apple/video-storyboard-generator视频分镜脚本生成器,支持头脑风暴、用户偏好记忆、15秒镜头规则、角色提示词生成、音效/BGM建议。用于生成带运镜指导、画面设计、旁白、角色描述的完整分镜脚本。支持极简版(内容描述)和专业版(详细运镜)。适用:教程、书籍介绍、评论、剧情、产品介绍、数据报告。当用户说"做分镜"、"分镜脚本"、"视频分镜"时使用。73
- 1609Bazi MingliHeiGeAi/HeiGe-SuanMing四柱八字与紫微斗数命理排盘推演,兼梅花易数、六爻、奇门遁甲占测。当用户提供生辰要求算命、批八字、看命盘、看紫微星盘、合婚、测运势/事业/财运/婚姻/健康、分析五行喜用神大运流年/十二宫大限小限,或要起卦占一件具体的事(梅花起卦、六爻摇卦装卦、奇门排盘起局、占卦问事求测成败),以及要分析手机号八星数字结构时使用。排盘、安星、起卦、装卦、排局和手机号结构均由脚本精确计算,推演按固定方法论逐层展开、每条断语标依据。62
- 1610Embedded Project Governancecrichars/embedded-project-governanceA lightweight, risk-scaled workflow for AI-assisted embedded firmware development. Use when onboarding an embedded project, investigating or implementing firmware changes, working around generated code, handling shared interfaces, protocols, Flash/NVM, boot, DMA, ISR/RTOS concurrency, hardware bring-up, recovery, or target verification. Supports minimal user input and structured Issue-style tasks.89
- 1611McdonaldsLemon177777/mcd-omni-assistant麦当劳中国官方 MCP 全能助手。当用户提到麦当劳、麦乐送、开心乐园餐、麦麦省优惠券、领券、点麦当劳、外送到家、得来速、麦当劳积分、积分抽奖、积分商城兑换、麦当劳餐品热量/营养、麦当劳订单查询或取消、麦当劳周边玩具与活动时使用。覆盖官方 35 个工具的全部能力,内置领券、到店点餐、外送、玩具雷达、积分抽奖、热量计算、优惠计算器七大工作流。99
- 1612ScoutAgriciDaniel/youtube-scoutScout a topic on YouTube. Searches YouTube Data API v3 for the most relevant videos, ranks them by views (or engagement, likes, recency, momentum, breakout), and writes a research workbook in the OWT-Social-Ads layout with Videos, Channels, and Summary sheets, plus optional Comments and Transcripts (hooks, replay hotspots) sheets. Can also append into an existing sheet. Use when the user says "scout <topic>", wants a spreadsheet of top YouTube videos on a topic, wants creator or hook research, or wants YouTube rows added to their social ads sheet.68
- 1613Autodl Autogpugrenbel/autodl-autogpuUse when work in any project needs an AutoDL instance powered on or off in GPU mode (有卡) or non-GPU mode (无卡), switched between them, checked (status, balance, billing, free GPUs), or kept from burning GPU time while idle or after the session ends (空转, 忘关机, 自动关机); also, where the project's GPU is an AutoDL instance, before experiments, training or data transfer run on it, e.g. in an automated research or experiment pipeline, under another experiment skill, or on a request like 按计划自动跑实验 (自动科研).96
- 1614Bys Personal Dashboardqkgecn93/bys-personal-dashboard不一书个人工作台生成器。通过一场引导式访谈,帮用户(包括完全不懂代码的人)做出一个属于自己的手机端个人工作台—— 左侧常驻功能栏、右侧卡片流,打开就是今日计划、打卡、记账、体重、日程、单词、树洞等自己每天真正要用的东西, 可以部署上线并添加到手机桌面,像一个 App 一样用。 当用户说"初始化不一书个人工作台生成器"、"初始化 bys-personal-dashboard"、"我想做一个自己的个人工作台"、 "抖音上那种个人工作台我也想要一个"、"把我的日常安排做成一个手机页面"时必须触发; 即使用户只是丢来一张别人的工作台截图说"我也想要这种",也应触发。 已有工作台后说"给我的工作台加个XX功能"、"工作台换个配色"、"工作台改一下"时,走迭代流程而不是重新初始化。 用户没说"工作台"这个词时,用三个特征判断:①在手机上用 ②每天都会打开 ③装的是用户自己的私人数据 (体重、账目、打卡、待办、日记)。三个同时成立就该触发,比如"我想把体重记账待办整理到一个地方、 手机上能点开"——这就是工作台,只是用户不知道这个叫法。三个缺任何一个都不要触发。 功能只有一个也算——"我老忘记吃药,想每天在手机上勾一下"就是种子需求,别因为"听起来只是个小功能"就不触发。 判据是数据属于谁,不是数据存在哪:用户自己的记账 Excel 想做成手机上每天看的页面,是工作台;公司销售数据做报表,不是。66
- 1615Claude Pentest Skillsfrendysanusi/claude-pentest-skillsStructured web application penetration testing with OWASP methodology, curated payload references, 6-gate validation, and professional report generation66
- 1616ConfluenceSpillwaveSolutions/confluence-skillManage Confluence documentation with downloads, uploads, conversions, and diagrams. Use when asked to "download Confluence pages", "upload to Confluence", "convert Wiki Markup", "sync markdown to Confluence", "create Confluence page", or "handle Confluence images".68
- 1617Daily Teamisas1/daily-teamShows today's creative team and task, drawn from the date so they change every day. Has the team argue and decide on a plan for a brief, or builds the plan as single-file HTML artifacts. Use when the user asks for today's team or task, a creative team, a brainstorm with distinct roles, or new angles on a brief.70
- 1618Falsify the Problemordinary-s/falsify-the-problemChallenge the current problem formulation before solving it. Use when explicitly invoked, or when meaningful framing uncertainty and non-trivial intervention cost or risk coexist; do not auto-activate for verified diagnoses or mechanical edits.96
- 1619Kranz Serviceskranz-org/kranzUse existing Kranz runtimes via MCP to inspect services, logs, ports, actions, and plans, or to start, stop, restart, and handle confirmation tokens. Also use before starting a dev server, worker, Docker stack, build, test, or migration. If no matching runtime exists, use the project's normal workflow.62
- 1620Many Ppt Skillsbrycewang-stanford/many-ppt-skillsPick an AI slide-deck skill and a concrete visual style from a curated registry, filtering on the requirements that decide it — editable in PowerPoint, speaker notes, a mandated corporate template, offline, PDF — with sample imagery and the style ids each project actually uses. Use when the user wants to make a presentation, deck or slides and has not already chosen a tool; asks which slide skill to use or what the difference between them is; wants to know what a style looks like before committing; or names a style id such as soft-editorial or swiss-grid. This skill routes to the skill that ma67
- 1621Mcd Advisorwenboxia/mcd-advisor麦麦参谋。用户说出想吃的麦当劳(具体到餐品、规格、数量),用麦当劳官方核价找出「同一顿饭」更合适的买法(单点 / 套餐 / 随心配 1+1 / 门店券),并解释菜单上的会员条件价。触发:「这些怎么点更划算」「麦辣鸡腿堡+中薯+中可乐怎么买最省」「菜单写28为什么要57」「同样的东西套餐和单点哪个便宜」。不触发:下单、外送、热量营养、推荐吃什么、积分抽奖。96
- 1622Nextjs App Architectureaurorascharff/nextjs-app-architecture-skillBuild or audit Next.js 16 App Router apps using a next-beats-style React Server Components architecture. Use when scaffolding a new app, adding a feature, reviewing an existing app, refactoring route-loader-shaped pages into feature-owned async server components, deciding where queries/actions/components live, keeping pages synchronous with `params.then()`, placing Suspense boundaries, choosing the client/server boundary, designing skeletons, preventing CLS, or enabling Cache Components. Also use when the user asks about RSC composition, components receiving IDs instead of route params, `'use 97
- 1623PromptmasterJakeschincariol/promptmaster-skillRewrite the user's raw request into an optimized prompt before answering it, audit it against the 35 credit-waste patterns in waste-patterns.json, and enforce every locked decision in decisions.md so nothing gets re-explained and nothing contradicts itself. Use whenever the user types /promptmaster, prefixes a request with it, or asks to optimize / tighten / fix a prompt.60
- 1624Simplified Technical Chinesemzopedia/simplified-technical-chinese用简明技术中文(STC)写或改写中文技术内容:操作步骤、安装部署、故障排查、接口和参数说明、技术概念解释、给人读的解释性回答。用户提到「简明技术中文」「STC」「受控中文」「像 ASD-STE100 那样写中文」「一词一义」时使用;用户要求把中文技术说明「写清楚」「别有歧义」时也可使用。不用于营销文案、叙事、法律原文和代码。76
- 1625Auditor Skillsolanabr/auditor-skill**AUDIT SKILL** — Comprehensive on-chain Solana program auditor and full-stack security review for ANY programming language. USE FOR: auditing Solana/Anchor programs, reviewing smart contract security, checking for vulnerabilities (missing signers, unchecked accounts, arithmetic overflow, CPI attacks, PDA confusion, type cosplay, reinitialization, flash loan exploits, MEV, governance backdoors, timelock bypass), auditing TypeScript/Python/Go/Java/Ruby/PHP/any language, backend/frontend code review, supply chain safety, CI/CD and GitHub Actions workflow security (comment-triggered commands, pul63
- 1626Dearjiawei248/dear-skillUse when the user wants to make a thoughtful digital gift for a specific person — a parent, partner, friend, colleague, anyone they care about. Triggered by inspiration, not schedule. Produces an expressive H5, generated image, or text artifact. Accepts context through three entries: a folder of raw material (screenshots, photos, chat exports, notes), a one-line brief, or zero-argument interactive intake.69
- 1627Paper Reelhaiderfarooq3/paper-reelMake a faceless 9:16 explainer reel in the cut-paper 'Claude mascot' style (flat textured paper shapes, a terracotta box mascot with a hat per scene, a screwed header sign, a typing terminal bar, counter cards, rubber stamps, word-by-word paper caption chips, hard cuts on every voice line, a soft lo-fi bed) — fully free and local: Kokoro voice, whisper.cpp word timing, canvas + Playwright + ffmpeg. Use when the user asks for a reel/short/TikTok in this paper or Claude-mascot style, a 'skill checkpoint'/tool-spotlight reel, or a faceless explainer with a comment-keyword CTA.65
- 1628Partner SkillLearnPrompt/partner-skill搭子.skill / Partner — two-direction cost-split workflow between Claude Code and Codex. Direction A (Codex-driven): Codex orchestrates and implements; Claude Code plans (/goal), polishes UI/interaction, and runs final /codex:review in one reused session. Direction B (Claude-driven): Claude plans and splits the work, runs the idea-king adversarial gate, delegates to Codex background jobs, monitors, and full-reviews before accepting. Use on "搭子" / "双向搭子" / "搭子,恢复" (resume from .partner/), "搭子,配置" (first-run setup wizard), "搭子,试跑" (identity tryout report), 分工给 codex / 让 codex 做 / codex 后台跑 / Claude67
- 1629PDF Proofmetedata/pdf-proofUse this skill when the user needs visual proof that specific values exist in a PDF — not just to read a PDF, but to see exactly where a number, amount, clause, or field appears on the page with a highlighted screenshot. Trigger when someone is cross-referencing a PDF against something else (a form they're filling out, a claim, a conversation, another document) and needs confirmation with evidence. Common signals: entering data into TurboTax or a form and pulling source numbers from last year's return; asking an accountant to verify reported figures; checking contract terms before sending to l77
- 1630Showreelrevfactory/showreel한국어 모션그래픽 영상(이력서용 쇼릴·홍보 영상·프로필 영상·티저·브랜드 필름·행사 홍보·제품 소개·교육 영상·메이킹 필름)을 콘셉트부터 납품까지 만드는 스킬. 정해 둔 무드나 템플릿을 고르지 않는다. 요청마다 콘셉트 후보를 여러 개 세워 가장 강한 것을 고르고, 구간마다 아트 디렉션을 새로 정해 코드(DOM·캔버스·WebGL 셰이더·3D)로 화면을 만든 뒤, 렌더한 프레임을 직접 보며 약한 구간을 다시 만드는 일을 반복한다. 음악·효과음·ElevenLabs 나레이션·codex-image 이미지·믹스·자동 검수까지 끝낸다. 사용자에게는 사용자만 아는 사실(대상·꼭 넣을 정보·자료 위치)만 묻고, 무드·길이·구성·나레이션 여부 같은 창작 결정은 스스로 내린다. '쇼릴', '모션그래픽', '애니메이션 영상 만들어줘', '홍보 영상', '소개 영상', '인물 소개 영상', '1분 영상', 'N초 영상', '이력서용 쇼릴', '놀라운 모션 그래픽 디자이너', '전력을 다해요', '키네틱 타이포', '나레이션 넣은 영상', '티저 영상', '하네스가 어떻게 동작하는지 영상으로' 같은 요청이면 영상이라는 말이 없어도 이 스킬을 쓴다. 실사 촬영본 컷 편집, 파일 자르기60
- 1631Verdikta Bounties Onboardingverdikta/verdikta-applicationsVerdikta Bounties hot-wallet operator for Base. Can create/import Ethereum keys into an encrypted keystore (its password is never stored; it comes from VERDIKTA_WALLET_PASSWORD via a secret store or a prompt), keep an API key, upload public bounty/work data, call the reviewed Verdikta API and Base RPC, and sign irreversible mainnet/testnet transactions within an owner spend policy. Use fresh low-balance wallets only. Commissions a verdikta-discover work-order draft when the owner approves it in chat with a line such as 'Approve <hash prefix>, payout <X> ETH, window <N>h': it binds that exact d48
- 1632Vibe Coding Zero to Shipdaoyi2026/vibe-coding-zero-to-shipGuide complete beginners from vague product ideas to buildable, usable software by discovering hidden decisions they may not know exist, asking only user-answerable questions, and translating answers into the simplest sufficient architecture. Stay quiet for ordinary edits and already-understood safeguards, while still enforcing unresolved secret, privacy, cost, and destructive-action boundaries.94