GPT-Prompt-Hub is an open-source community-driven repository dedicated to the collection, sharing, and refinement of custom GPT prompts
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updated Apr 19, 2026
Author: Shen Huang
Not another "act as X" dump. Each prompt is a structured brief: Role / Objective / Inputs / Output / Constraints / Example. Designed for 2026-class models (Claude 4.x, GPT-5, Gemini 3) — not for 2023 ChatGPT.
Production-grade prompts for code review, architecture, test generation, language/terminal simulators, and learning roadmaps. Built for senior engineers and mentors, not "explain this code" toys.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Academic Peer Reviewer | Produce a rigorous, constructive peer review of a submitted research paper for a journal or conference. | engineering/academic-peer-reviewer.md |
| 2 | Architecture Domain Expert Q&A | Answer architecture questions across design, history, structure, materials, codes, and sustainability with expert depth. | engineering/architecture-domain-expert.md |
| 3 | Chemistry Reaction Vessel Simulator | Simulate a chemical reaction vessel that reacts newly added substances with existing residues and tracks the product. | engineering/chemistry-reaction-vessel-simulator.md |
| 4 | Clinical Hypnotherapy Session Guide | Script a safe, evidence-informed hypnotherapy session for a specified presenting concern. | engineering/clinical-hypnotherapy-session-guide.md |
| 5 | Consumer Tech Product Reviewer | Produce a thorough, balanced review of a consumer tech product with pros, cons, and competitor comparison. | engineering/consumer-tech-product-reviewer.md |
| 6 | Cross-Language to Python Code Translator | Convert code written in any language into idiomatic, commented Python. | engineering/cross-language-to-python-translator.md |
| 7 | Cybersecurity Strategy Consultant | Develop a layered cybersecurity strategy tailored to an organization's data storage, sharing, and risk profile. | engineering/cybersecurity-strategy-consultant.md |
| 8 | DAX Terminal Simulator for Power BI Modeling | Generate DAX measure examples on demand for a predefined star-schema model, reusing prior measures as you go. | engineering/dax-terminal-simulator.md |
| 9 | DevRel Package Audit Analyst | Audit a software package's documentation health, community signals, and competitive position for DevRel strategy. | engineering/devrel-package-audit-analyst.md |
| 10 | Fullstack Architect for Go + Angular Web Apps | Design architecture and produce starter code for a secure Go + Angular web application. | engineering/fullstack-go-angular-architect.md |
| 11 | Git and GitHub Workflow Expert | Answer Git and GitHub questions with step-by-step commands tailored to the user's specific situation. | engineering/git-github-workflow-expert.md |
| 12 | Enterprise IT Solution Architect | Design the integration blueprint for introducing a new system into an existing enterprise IT landscape. | engineering/it-solution-architect.md |
| 13 | JavaScript Console Simulator | Act as a browser JavaScript console so users can experiment with JS expressions and see realistic output. | engineering/javascript-console-simulator.md |
| 14 | Junior Developer Coding Mentor | Teach coding concepts to a junior developer using simple language, examples, and pitfall warnings. | engineering/junior-dev-mentor.md |
| 15 | ML Concept Explainer for Practitioners | Explain machine-learning concepts in plain language with practical steps, diagrams, and further reading. | engineering/ml-concept-explainer.md |
| 16 | Python Interpreter Simulator | Execute Python snippets as if you were CPython and return only the output. | engineering/python-interpreter-simulator.md |
| 17 | QA Test Engineer and Bug Reporter | Design test cases and produce professional bug reports for a feature under test. | engineering/qa-test-engineer-bug-reporter.md |
| 18 | React.js Learning Roadmap in Tabular Form | Generate a beginner-friendly React.js study plan as a table with topics, study guidance, and practice assignments. | engineering/react-learning-roadmap-tabular.md |
| 19 | Senior Code Reviewer with Language-Specific Feedback | Get structured, actionable code review feedback on a given code snippet in any language. | engineering/senior-code-reviewer.md |
| 20 | Senior Frontend Engineer — React + Vite Scaffolder | Generate a single-file React starter using Vite, Redux Toolkit, Ant Design, and axios for rapid prototyping. | engineering/senior-frontend-react-scaffolder.md |
| 21 | Solidity Smart Contract Architect for Blockchain Messenger | Design and implement a Solidity contract that stores on-chain messages with strict read/write access control and an update counter. | engineering/solidity-blockchain-messenger-contract.md |
| 22 | SQL Terminal Simulator with Sample Schema | Practice SQL queries against a realistic e-commerce schema and see plausible tabular results. | engineering/sql-terminal-simulator.md |
| 23 | Terminal Simulator for Shell Learning | Simulate a realistic Linux shell so the user can practice commands and see plausible terminal output. | engineering/terminal-simulator-for-shell-learning.md |
| 24 | UX/UI Design Advisor for Digital Products | Get concrete, testable UX/UI improvement proposals for a described app or feature. | engineering/ux-ui-design-advisor.md |
| 25 | Virtual Art Gallery Curator | Plan a virtual art exhibition with curation, programming, and interactive visitor experiences. | engineering/virtual-art-gallery-curator.md |
Paid media, SEO, landing pages, brand, and cross-channel launches. Written with a performance-marketing lens — KPIs, compliance, and conversion math baked in, not slogan factories.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | PowerShell AD Cleanup: Move Disabled Users to OU | Generate a logged, error-handled PowerShell script that sweeps disabled AD users into a designated OU. | marketing-seo/ad-powershell-disabled-users-script.md |
| 2 | Parameterized PowerShell AD OU Mover | Generate a reusable, parameterized PowerShell script to relocate disabled AD accounts. | marketing-seo/ad-powershell-ou-mover-parameterized.md |
| 3 | Banking Sector Marketing Copywriter (French, Compliance-Aware) | Write compliant, benefit-focused French marketing copy for a financial product. | marketing-seo/banking-marketing-copywriter-fr.md |
| 4 | Creative Branding Strategist for SMBs | Build a distinctive brand identity system for a small business. | marketing-seo/creative-branding-strategist.md |
| 5 | Double-Exposure Cinematic Wallpaper Prompt Generator | Craft an image-generation prompt for a double-exposure cinematic wallpaper based on a character and environment. | marketing-seo/double-exposure-cinematic-wallpaper.md |
| 6 | E-commerce Listing CTR Optimizer (Holiday / Seasonal) | Optimize a marketplace listing for seasonal CTR and conversion lift. | marketing-seo/ecommerce-listing-ctr-optimizer.md |
| 7 | Educational Book Cover Concept Generator (Teen / YA) | Write image prompts for educational or religious-themed teen book covers. | marketing-seo/educational-book-cover-concept.md |
| 8 | Email Marketing Flow Architect (Lifecycle + Broadcast) | Design a measurable, compliant email marketing flow for a specific product. | marketing-seo/email-marketing-flow-architect.md |
| 9 | Google Ads Responsive Search Ads Headline Copywriter | Produce compliant, high-CTR headline variants for Google Ads Responsive Search Ads. | marketing-seo/google-ads-headline-copywriter.md |
| 10 | LinkedIn Outreach Generator (HR + Sales, JSON-aware) | Generate personalized outreach messages from LinkedIn JSON + PDF opportunity docs. | marketing-seo/linkedin-outreach-generator.md |
| 11 | Multi-Agent Marketing Department Orchestrator | Coordinate multiple specialized AI agents to execute a full marketing strategy end-to-end. | marketing-seo/multi-agent-marketing-department.md |
| 12 | Nietzschean Holistic Growth Mentor | Mentor users toward self-overcoming through integrated mental and physical routines. | marketing-seo/nietzschean-growth-mentor.md |
| 13 | Performance Marketing Campaign Planner (Cross-Channel) | Build an end-to-end advertising campaign brief with measurable KPIs across paid channels. | marketing-seo/performance-marketing-campaign-planner.md |
| 14 | Q1-Journal Systematic Review Article Design (Academic, Spanish) | Design and polish a systematic review article targeted at a Q1 academic journal. | marketing-seo/q1-systematic-review-article-design.md |
| 15 | Retail Launch Campaign Strategist (Omnichannel) | Plan an omnichannel launch campaign for new retail store format. | marketing-seo/retail-launch-campaign-strategist.md |
| 16 | SaaS Landing Page Copy & Layout Architect | Draft a high-converting SaaS landing page with copy and section plan. | marketing-seo/saas-landing-page-copywriter.md |
| 17 | SEO Long-Form Article Outline Builder | Produce a SERP-informed outline for a long-form ranking article. | marketing-seo/seo-article-outline-builder.md |
| 18 | SEO Content Strategy for High-Intent Keyword (Logistics Example) | Build a complete SEO plan to rank top-3 for a commercial keyword cluster. | marketing-seo/seo-content-strategy-container-tracking.md |
| 19 | SEO Fundamentals Reference (E-E-A-T + Core Web Vitals, 2026) | Reference-style SEO primer covering E-E-A-T, Core Web Vitals, and recent algorithm updates. | marketing-seo/seo-fundamentals-2026.md |
| 20 | SEO Specialist Advisor (Focused Answers Only) | Get targeted SEO advice without generic marketing filler. | marketing-seo/seo-specialist-advisor.md |
| 21 | Creator-Led Social Content Planner (Instagram / TikTok / YouTube) | Plan an influencer-style content push that converts followers into customers. | marketing-seo/social-media-influencer-content-planner.md |
| 22 | Social Media Manager Operating System (Twitter/X + Multi-Platform) | Run day-to-day social media operations with measurable brand-awareness lift. | marketing-seo/social-media-manager-operating-system.md |
| 23 | TikTok Performance Creative Designer | Design TikTok-native visual creative that drives completion rate and shares. | marketing-seo/tiktok-creative-visual-designer.md |
| 24 | Vibe-Driven Brand Landing Page Designer | Design an emotionally resonant landing page that matches a brand's distinctive vibe. | marketing-seo/vibe-coded-brand-landing-page.md |
| 25 | White-Label Web Template Architect | Design a reusable brandable web template that ships across multiple client brands. | marketing-seo/white-label-web-template-architect.md |
Strategy, product specs, financial planning, and venture design. Written for founders and operators who need decision-grade artifacts — PRDs, lean canvases, runway plans, venture memos — not generic "tell me about my business" fluff.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | AI Strategy Consultant — 10-Prompt Boardroom Playbook | Replace a mid-tier strategy engagement with 10 tightly scoped prompts that cover SWOT+, market entry, cost, growth, competitive intel, PMF, positioning, risk, funnel, and roadmap — each grounded in a named framework. | business/ai-strategy-consultant-10-prompt-playbook.md |
| 2 | AI Tour Guide for Inbound China Travel — Venture Plan | Draft a founder-grade plan for an AI tour guide app for foreign tourists in China, covering demand, differentiation, operations, and unit economics. | business/ai-tour-guide-china-venture-plan.md |
| 3 | Artist Studio Advisor — Technique and Portfolio Strategy | Coach a visual artist on technique, reference curation, and a coherent body-of-work strategy for a defined style or series. | business/artist-studio-advisor-portfolio-strategy.md |
| 4 | Cross-Platform Banking App with .NET MAUI — CRUD Spec | Specify a cross-platform banking app in .NET MAUI with secure CRUD on account and transaction records, SQLite persistence, and mobile-grade security. | business/banking-app-maui-crud-spec.md |
| 5 | Behavioral Interview Simulator with STAR Scoring | Simulate a rigorous behavioral/technical interview loop that scores answers against the STAR framework and hiring-manager expectations. | business/behavioral-interview-simulator-star-method.md |
| 6 | Budget Travel Route Planner — Multimodal and Layover-Aware | Find the cheapest realistic route between two cities by combining flights, trains, buses, and productive layovers. | business/budget-travel-route-planner-multimodal.md |
| 7 | Developer Code Snippet Manager — Product Spec Builder | Draft a complete product and UX spec for a web-based code snippet manager aimed at working developers. | business/code-snippet-manager-spec-builder.md |
| 8 | Computer Vision Algorithm Reviewer — Bottleneck and Upgrade Path | Review a computer vision or AI algorithm for accuracy, efficiency, and scalability, then propose concrete, research-backed upgrades. | business/computer-vision-algorithm-reviewer-bottleneck-analysis.md |
| 9 | Design Partner Agreement — One-Page Draft for Tech Startups | Produce a one-page design partner agreement between a tech startup and a data/domain-expert client that protects IP, confidentiality, and commercial rights. | business/design-partner-agreement-one-pager-draft.md |
| 10 | Diabetes Management Coach — Evidence-Based Planning | Support patients in understanding type 1, type 2, and gestational diabetes with personalized lifestyle, monitoring, and medication-awareness guidance grounded in current guidelines. | business/diabetes-management-coach-evidence-based.md |
| 11 | E-commerce Site Architect with JTBD and Conversion Math | Design an e-commerce site architecture grounded in Jobs-to-be-Done, conversion rate targets, and unit economics. | business/ecommerce-site-architect-jtbd-conversion.md |
| 12 | Holiday Portrait Edit — Warm Festive Scene, Identity-Preserving | Edit a user-supplied photo into a cozy holiday portrait with preserved identity, a warm smile, and a festive indoor scene — without face distortion. | business/holiday-portrait-edit-warm-festive.md |
| 13 | Academic Essay Writer — Jung, Rumi, and the Dynamic Unconscious | Draft an academic essay on Jungian psychology and Rumi's poetics of the dynamic unconscious. | business/jung-rumi-essay-writer-academic.md |
| 14 | Legal Triage Advisor — Action-First, No Explanations | Triage a legal situation into immediate actions, risk flags, and which specialist to call — without long disclaimers. | business/legal-triage-advisor-no-explanation.md |
| 15 | Medical Consultant — Symptom Triage and Care Options | Provide a careful, non-diagnostic symptom triage with differential considerations, red-flag detection, and care pathway options. | business/medical-consultant-symptom-triage.md |
| 16 | Oncology Venture — Regulated-Market Business Plan Builder | Draft a structured business plan for an oncology-focused startup that takes regulation, reimbursement, and clinical-evidence gates seriously. | business/oncology-health-venture-business-plan.md |
| 17 | Paraphrase Obfuscator — Stylistic Rewrite Without Attribution Trail | Rephrase input sentences with added complexity and ambiguity so the reworded output is not a direct synonym swap or mechanical translation. | business/paraphrase-obfuscator-stylistic-rewrite.md |
| 18 | Personal Investment Allocator — Risk-Adjusted and Horizon-Aware | Construct an allocation for a personal portfolio matched to horizon, risk capacity, inflation assumptions, and tax context. | business/personal-investment-allocator-risk-adjusted.md |
| 19 | Product Manager Advisor — Strategy, Roadmap, and PRD Coach | Act as a seasoned product advisor for PRD drafting, prioritization calls, and roadmap design, grounded in market context and user goals. | business/product-manager-advisor-strategy-roadmap.md |
| 20 | PRD Writer — KPI-Driven Product Manager | Draft a rigorous PRD on demand with problem framing, user stories, technical constraints, KPIs, and launch risks. | business/product-manager-prd-writer-kpi-driven.md |
| 21 | Prompt Architect — 4-Stage Optimizer for Any LLM | Transform a user's rough request into a production-grade prompt, calibrated to the target model and complexity, with optional clarifying questions. | business/prompt-architect-4-stage-optimizer.md |
| 22 | Rainy Window Cinematic Portrait — Single Eye in Focus | Generate a cinematic, emotionally layered close-up portrait viewed through a rain-covered glass window, with one eye in sharp focus. | business/rainy-window-cinematic-portrait-prompt.md |
| 23 | SMB Fractional CFO — Runway and Unit Economics Planner | Produce a defensible 12-month cash plan with unit economics, scenario stress tests, and tax considerations for a small business. | business/smb-fractional-cfo-runway-planner.md |
| 24 | Startup Idea Generator — Lean Canvas with Unit Economics | Turn a user wish into a vetted digital startup concept in Lean Canvas form with back-of-envelope unit economics and validation steps. | business/startup-idea-generator-lean-canvas-table.md |
| 25 | Talent Sourcing Strategist with Funnel Economics | Build a sourcing plan with channel mix, conversion assumptions, and cost-per-hire targets for a specific role. | business/talent-sourcing-strategist-funnel-model.md |
Resume, cover letter, ATS, interview prep, and job-pipeline tooling. Optimized for 2026 hiring reality — LLM-parseable resumes, strict ATS simulators, hidden-risk audits, and real-time job scouts.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Job Application Packet Normalizer | Normalize a messy application dossier into a clean, ATS-friendly, LLM-parseable structured form before downstream analysis. | career/application-packet-normalizer.md |
| 2 | Career Fair Networking Playbook | Coach a candidate through career fair prep — pitch, questions, booth strategy, 48-hour follow-up window. | career/career-fair-networking-playbook.md |
| 3 | CV-to-Cover-Letter Compiler (One-Page A4) | Compile a tightly tailored one-page cover letter from a candidate's CV and a specific job description, with a five-beat structure. | career/cv-to-cover-letter-compiler.md |
| 4 | Frontend-to-Fullstack Transition Cover Letter Writer | Generate a tight, humble-but-confident cover letter for a frontend dev moving toward fullstack / T-shaped work. | career/frontend-to-fullstack-cover-letter-writer.md |
| 5 | GovTech Agentic AI Platform Architect | Produce an architecture brief for a national-scale public-administration AI platform with compliance, auditability, and continuous learning. | career/govtech-agentic-ai-platform-architect.md |
| 6 | Job Fit Assessor with Leadership Growth Lens | Assess fit between a JD and a candidate's resume, projects, and leadership growth evidence — without generating new resume content. | career/job-fit-assessor-with-leadership-lens.md |
| 7 | Job & Internship Pipeline Tracker (Google Sheets Spec) | Generate a full Google Sheets spec (columns, formulas, conditional formats) for tracking a multi-stage job and internship search. | career/job-pipeline-tracker-sheet-builder.md |
| 8 | Job Posting Archive Extractor | Turn any job posting (URL, pasted text, PDF, OCR) into a stable, source-grounded markdown record that stays useful after the listing expires. | career/job-posting-archival-snapshot-engine.md |
| 9 | Old-Parser ATS + First-Screen Recruiter Audit | Audit a resume against both a pre-2015 ATS parser and a blunt human first-screen, score it, then emit a fix list to clear 85%. | career/legacy-ats-scanner-simulator.md |
| 10 | Real-Time Job Scout & Match Scanner | Pull fresh, high-fit job postings from the live web, scored against a candidate's skills with ATS-aligned keyword overlap. | career/real-time-job-scout-scanner.md |
| 11 | Resume Refiner — ATS-Safe and Recruiter-Ready | Upgrade a raw resume into a clean, ATS-parseable, recruiter-friendly document with quantified bullets and industry keywords. | career/resume-refiner-ats-and-recruiter-ready.md |
| 12 | Software Engineering Career Path Advisor | Guide candidates evaluating a pivot or entry into software engineering with a realistic 2026 market lens. | career/software-engineering-career-path-advisor.md |
| 13 | STAR-Method Resume Tailoring Engine | Rewrite resume experience bullets and skills section against a target JD using STAR format and ATS keyword alignment. | career/star-resume-tailoring-engine.md |
| 14 | Strategic Resume Customizer (Hiring-Risk-Aware) | Infer what the hiring manager is actually worried about, then tailor the resume and cover letter to answer those worries directly. | career/strategic-resume-customizer-with-de-risking-audit.md |
| 15 | Universal Job Fit Evaluator with Vibe Check | Objectively score a JD against a candidate's profile and portfolio, surface hidden signals, and produce interview-prep gotchas. | career/universal-job-fit-evaluator.md |
Music, visual design, image prompts, games, and multimedia concept work. Each prompt builds a structured creative artifact — shot list, score sketch, game blueprint — not a vague mood board.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Acoustic Guitar Progression Designer | Generate a concise, singable acoustic-guitar chord progression from a starting note and theme, with rhythmic and interpretive guidance. | creative/acoustic-guitar-progression-designer.md |
| 2 | Algorithm Breakdown Quick-Card — Idea, Steps, Complexity, Pitfalls | Deliver a tight, level-calibrated explanation of any named algorithm with intuition, steps, complexity, and common failure modes. | creative/algorithm-breakdown-quick-card.md |
| 3 | Android Music App Architect — Compose + Media3 Blueprint | Produce a senior-level architecture and feature plan for a modern Android music app with playlists, visualizations, offline, and streaming integration. | creative/android-music-app-architect.md |
| 4 | Android Studio Beginner Sensei — Zero-Jargon Companion | Walk a complete beginner through Android Studio, Kotlin, and Jetpack Compose with analogies, tiny steps, and warm tone. | creative/android-studio-beginner-sensei.md |
| 5 | ASCII Illustrator — Pure Monospace Output | Render a recognizable object as clean ASCII art inside a code block with zero explanation. | creative/ascii-illustrator-monospace-pure.md |
| 6 | Chamber-Piece Composer with Voice-Leading Discipline | Draft an original classical short-form piece with idiomatic writing for a specific instrument or ensemble. | creative/chamber-piece-composer.md |
| 7 | Conlang Translator — Immersive Monolingual Mode | Translate user input into a self-consistent invented language, staying fully in-character except for explicit meta instructions. | creative/conlang-translator-immersive.md |
| 8 | Food Video Shot-List Director — Commercial Craving Architect | Produce a hyperrealistic food video treatment and shot list with platform-aware framing and tension arcs that trigger craving. | creative/food-video-shotlist-director.md |
| 9 | Hyperrealistic Food Photo Prompt Builder | Craft a precise image-generation prompt for a commercial-grade hyperrealistic food photograph suitable for menus or ads. | creative/hyperrealistic-food-photo-prompt.md |
| 10 | Interactive Quiz SPA — Full Feature Specification | Generate a complete technical spec and implementation for a browser-based interactive quiz with scoring, timers, leaderboard, and review mode. | creative/interactive-quiz-spa-spec.md |
| 11 | JLPT N5 Kanji Drill Master — Adaptive Multiple Choice | Run an adaptive, one-question-at-a-time multiple-choice drill over the JLPT N5 kanji set with streak tracking. | creative/jlpt-n5-kanji-drill-master.md |
| 12 | Backward-Planning Lesson Designer | Build a single-class or multi-session lesson plan using backward design — outcomes first, activities last. | creative/lesson-designer-backward-planning.md |
| 13 | Lyric-to-Score Sonic Architect | Translate finished lyrics into a structured musical arrangement with mood, instrumentation, and chord direction. | creative/lyric-to-score-sonic-architect.md |
| 14 | Meat-Egg Category Expert Q&A Generator | Generate five industry-grade buyer Q&A entries for a meat/poultry/egg SKU, framed around universal category knowledge rather than SKU-specific marketing. | creative/meat-egg-category-expert-qa.md |
| 15 | Milestone-Event Portrait Makeup Director | Design a full makeup look for a high-stakes personal milestone, accounting for skin, lighting, and emotional arc. | creative/milestone-portrait-makeup-director.md |
| 16 | Mobile App Triple-Lens UI/UX Critique | Evaluate a mobile app screenshot through three expert lenses and deliver prioritized, actionable improvements. | creative/mobile-app-triple-lens-critique.md |
| 17 | Music Video Concept Director with Hook-Body-Payoff Arc | Develop a music video treatment with a clear viral hook, visual world, and shareable payoff moment. | creative/music-video-concept-director.md |
| 18 | Neighborhood Museum Crawler — Hyperlocal Cultural Itinerary Builder | Generate a walkable, time-boxed museum and cultural-venue crawl for a specific city district with tiered alternatives. | creative/neighborhood-museum-crawler.md |
| 19 | Persuasive Long-Form Argument Writer | Write a research-backed persuasive article or proposal with a clear thesis, evidentiary spine, and emotional resonance. | creative/persuasive-long-form-argument-writer.md |
| 20 | Picture-Book Premise Generator with Emotional Landing | Generate multiple picture-book story premises that combine child-friendly plotting with an honest emotional payoff parents will appreciate. | creative/picture-book-premise-generator.md |
| 21 | POV Smartphone Photo — Central Park NASA Timeline Scene | Generate a precise POV image prompt for a first-person smartphone shot in Central Park with a custom space-themed social timeline on screen. | creative/pov-smartphone-central-park-photo.md |
| 22 | Red Light / Green Light — Multiplayer Reflex Game Blueprint | Design the mechanics, systems, and tension architecture for a Red Light / Green Light reflex game with configurable environment, difficulty, and player count. | creative/red-light-green-light-game-blueprint.md |
| 23 | Socratic Coding Coach — Hints Only, No Solutions | Guide a learner through a coding problem by asking focused questions and dropping structured hints, never revealing the solution. | creative/socratic-coding-coach.md |
| 24 | Inline SVG Illustrator via Base64 Data URL | Produce inline-renderable SVG images as a single markdown image tag using base64 data URLs. | creative/svg-inline-illustrator.md |
| 25 | UI Designer Systems Thinker — From Requirements to Handoff | Operate as a UI designer who produces consistent, accessible, systems-aware interface work from brief through developer handoff. | creative/ui-designer-systems-thinker.md |
CBT reflection, clinical reasoning, care plan explainers, and wellness image briefs. Intentionally narrow — these are educational, non-diagnostic prompts with explicit uncertainty and safety guardrails.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | CBT-Informed Reflection Coach | Help a user examine a distressing thought using evidence-based CBT techniques, without acting as a therapist. | health-life/cbt-informed-reflection-coach.md |
| 2 | Clinical Reasoning Assistant (Differential Diagnosis Explainer) | Educational walkthrough of differential diagnosis reasoning for a presenting complaint, with explicit evidence weighting and uncertainty flags. | health-life/clinical-reasoning-assistant.md |
| 3 | Digital Community Ethnography Mapper | Help academic researchers and clinicians map online communities around sensitive psychosocial topics (identity, relationships, mental health) with methodological rigor and ethics. | health-life/digital-community-ethnography-mapper.md |
| 4 | Culturally-Grounded Healthcare Professional Portrait Brief | Generate a production-ready image-generation brief for a respectful, photorealistic portrait of a healthcare professional in a specified cultural context. | health-life/healthcare-portrait-image-brief.md |
| 5 | Integrative Care Plan Explainer | Explain what a conventional + complementary care plan typically looks like for a given chronic condition, with evidence tiers and interaction warnings. | health-life/integrative-care-plan-explainer.md |
| 6 | Symptom Triage Explainer | Non-diagnostic triage explanation that helps a user decide whether a symptom likely warrants emergency care, same-day care, routine visit, or self-monitoring. | health-life/symptom-triage-explainer.md |
| 7 | Wellness and Mindfulness Lifestyle Image Brief | Produce a detailed image-generation brief for a serene, inclusive, editorial-quality wellness lifestyle photograph. | health-life/wellness-lifestyle-image-brief.md |
Tutoring, language coaching, mock interviews, study strategy, and life-coaching prompts. Built on Socratic method, backward design, spaced retrieval, and evidence-based frameworks — not just "explain this topic."
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Academic Writing Revision Tutor | Help a student revise long-form academic writing with line-level edits, structural feedback, and a prioritized revision plan. | learning/academic-writing-revision-tutor.md |
| 2 | Algorithms for Beginners — Python Instructor | Teach introductory algorithms in Python with runnable code, ASCII visualizations, complexity analysis, and self-check exercises. | learning/algorithms-for-beginners-python-instructor.md |
| 3 | Applied Philosophy Tutor for Everyday Life | Teach philosophical concepts through everyday examples, Socratic questioning, and application exercises tailored to the learner's level. | learning/applied-philosophy-tutor-for-everyday-life.md |
| 4 | Career Transition Strategist | Help someone pivot between careers with a skills gap analysis, transition roadmap, portfolio plan, and target role shortlist. | learning/career-transition-strategist.md |
| 5 | Competitive Debate Preparation Coach | Prepare a debate team for a specific motion with structured practice rounds, rebuttal drills, and evidence-based conclusion frameworks. | learning/competitive-debate-preparation-coach.md |
| 6 | Couples Conflict Mediation Coach | Help two people in conflict identify the underlying needs, reframe accusations into requests, and agree on a concrete next-step experiment. | learning/couples-conflict-mediation-coach.md |
| 7 | Creative Math Educator — Lesson Designer | Design engaging, concrete, differentiated math lessons that use real-world problems, games, and stories instead of drill-and-kill. | learning/creative-math-educator-lesson-designer.md |
| 8 | English Tutor for Turkish Speakers | Teach English to native Turkish speakers with bilingual explanations, contrastive grammar, and culturally relevant practice. | learning/english-tutor-for-turkish-speakers.md |
| 9 | Evidence-Based Life Coach | Help the user design specific, testable life changes using CBT, habit-loop theory, and implementation intentions — not generic advice. | learning/evidence-based-life-coach.md |
| 10 | Executive Keynote Public Speaking Coach | Coach an executive preparing a high-stakes keynote — structure, delivery, stage presence, and contingency handling. | learning/executive-keynote-public-speaking-coach.md |
| 11 | History of Mathematics Lecturer | Explain the historical development of mathematical concepts and the contributions of specific mathematicians, without solving problems. | learning/history-of-mathematics-lecturer.md |
| 12 | Interview Prep Curriculum — Talent Coach | Generate a role-specific interview preparation curriculum — skills to showcase on the CV, likely questions, and scoring rubrics. | learning/interview-prep-curriculum-talent-coach.md |
| 13 | Level-Adaptive Math Tutor | Explain math concepts at the learner's level with worked examples, misconception checks, and retrieval practice. | learning/level-adaptive-math-tutor.md |
| 14 | Personalized Fitness Program Architect | Design a personalized training + nutrition + recovery program from a full client profile, with progression, contingencies, and measurable checkpoints. | learning/personalized-fitness-program-architect.md |
| 15 | Phonetic Coach for L2 English Learners | Help non-native English speakers pronounce English sentences using the phonetic conventions of their mother tongue. | learning/phonetic-coach-for-l2-english-learners.md |
| 16 | Remote Worker Fitness & Mobility Architect | Design a comprehensive training, nutrition, mobility, and daily-movement plan for someone who works from home and sits 8+ hours a day. | learning/remote-worker-fitness-and-mobility-architect.md |
| 17 | Role-Specific Mock Interview Coach | Run realistic mock interviews for a specific role, with tailored questions, behavioral feedback, and etiquette coaching. | learning/role-specific-mock-interview-coach.md |
| 18 | School-to-Income Mentor | Mentor a student through earning strong grades while simultaneously building income-generating skills, projects, and networks during school years. | learning/school-to-income-mentor.md |
| 19 | Silent Calculator — Expression Evaluator | Act as a pure math expression evaluator that outputs only the numeric result, useful in pipelines and chained prompts. | learning/silent-calculator-expression-evaluator.md |
| 20 | Socratic Polymath Tutor for Any Topic | Teach any topic from beginner to intermediate-advanced level using analogies, modular breakdown, misconception correction, and Socratic assessment. | learning/socratic-polymath-tutor-any-topic.md |
| 21 | Spoken English Drill Partner with Error Correction | Practice conversational English with a partner who strictly corrects every grammar, spelling, and factual mistake and always keeps the dialogue moving forward. | learning/spoken-english-drill-partner-with-error-correction.md |
| 22 | Study Discipline Motivational Strategist | Inject discipline and structure into a flagging study schedule with concrete routines, environment design, and motivation scripts. | learning/study-discipline-motivational-strategist.md |
| 23 | Translation Tutor with Cultural Annotations | Translate sentences into English while surfacing unfamiliar vocabulary, idioms, and cultural context calibrated to the learner's proficiency level. | learning/translation-tutor-with-cultural-annotations.md |
| 24 | Virtual Workout Session Coach | Run a real-time guided workout session — warm-up through cooldown — with cueing, form reminders, and motivational pacing. | learning/virtual-workout-session-coach.md |
| 25 | Workplace English Speaking Coach (Bilingual, Chinese Instructions) | Help Chinese-speaking professionals rapidly improve their spoken English for workplace scenarios, with instructions delivered in Chinese. | learning/workplace-english-speaking-coach-bilingual.md |
PRDs, planning cadences, PR review, app specs, and workflow automations. Each prompt produces a shippable artifact — runbook, spec, decision log — not a journal-style to-do list.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Adaptive Study Plan with Energy Audit and Deadline Backward-Pass | Build a study plan that respects energy types, uses deadline backward-pass scheduling, and includes a weekly review. | productivity/adaptive-study-plan-with-energy-audit.md |
| 2 | Book to Action Brief with Implementation Rituals | Convert a non-fiction book into a tiered action brief: ideas, rituals to adopt, and a 30-day implementation plan. | productivity/book-to-action-brief.md |
| 3 | Career Decision Framework with Reversibility Scoring | Evaluate competing job offers using a reversibility scorecard, 5-year envelope, and regret-minimization test. | productivity/career-decision-framework.md |
| 4 | Code Review Triage by Severity with Blocker Matrix | Review code with a blocker/non-blocker matrix so reviewers and authors can unblock async merges. | productivity/code-review-triage-by-severity.md |
| 5 | Codebase Continuation Assistant with Context Audit | Continue development of an unfamiliar codebase by auditing context first, then proposing minimal-diff extensions. | productivity/codebase-continuation-assistant.md |
| 6 | Eisenhower-Matrix Todo App Spec with GTD Inbox | Spec a todo app that combines GTD inbox flow with Eisenhower-matrix prioritization and energy-based scheduling. | productivity/eisenhower-todo-app-spec.md |
| 7 | Encyclopedia Explainer with Confidence and Source Tiers | Explain any topic with layered depth, cited source tiers, and explicit confidence ratings per claim. | productivity/encyclopedia-explainer-with-confidence.md |
| 8 | Historical Era Immersion Guide with Daily-Life Snapshots | Generate an immersive historical-era guide focused on specific events, people, sensory details, and a reading path. | productivity/historical-era-immersion-guide.md |
| 9 | Lecture Notes to Spaced-Repetition Deck Converter | Turn raw lecture transcripts into structured notes plus an Anki-ready deck of quiz-weighted cards. | productivity/lecture-notes-to-spaced-repetition-deck.md |
| 10 | Local-First Markdown Knowledge Base App Spec | Spec a markdown notes app with local-first storage, live preview, graph view, and export pipelines. | productivity/markdown-knowledge-base-app-spec.md |
| 11 | Meeting Room Booking App Spec with Utilization Analytics | Spec a meeting room booking web app with role-based access, utilization analytics, and a no-show penalty loop. | productivity/meeting-room-booking-app-spec.md |
| 12 | Mindfulness Timer PWA Technical Spec | Draft a complete, shippable spec for a mindfulness timer PWA with offline support and habit tracking. | productivity/mindfulness-timer-pwa-spec.md |
| 13 | Pathology Slide Analysis Report Workflow | Draft a structured pathology slide analysis report with evidence traceability and confidence calibration. | productivity/pathology-slide-report-workflow.md |
| 14 | Pharmaceutical Literature Review Assistant with Evidence Grading | Conduct a graded literature review for a pharmaceutical research topic with experiment-design follow-through. | productivity/pharma-literature-review-assistant.md |
| 15 | Pomodoro Timer PWA with Focus Analytics | Spec a pomodoro app that ties sessions to tasks and produces weekly focus analytics. | productivity/pomodoro-timer-with-focus-analytics.md |
| 16 | PRD Drafting Workflow with Embedded Decision Log | Generate a shippable PRD that includes a decision log, kill-criteria, and async review checklist. | productivity/prd-drafting-workflow-with-decision-log.md |
| 17 | Professional Email Composer with Async Meeting-Replacement Mode | Draft professional emails that land a decision in one message rather than triggering another meeting. | productivity/professional-email-composer.md |
| 18 | Pull Request Review with Risk Scoring and Ticket Traceability | Review a PR with explicit risk scoring, ticket traceability, and a reviewer sign-off protocol. | productivity/pull-request-review-with-risk-scoring.md |
| 19 | Real-Time Multiplayer Defense Game Production Plan | Produce a milestone-based production plan for a real-time multiplayer defense game, not just a feature wishlist. | productivity/realtime-multiplayer-defense-game-plan.md |
| 20 | Real-Time Screen Translation Workflow with Glossary Lock | Translate on-screen text in real time while respecting a locked glossary and preserving formatting. | productivity/realtime-screen-translation-workflow.md |
| 21 | Trip Itinerary with Time-Blocked Days and Contingency Layers | Generate a travel itinerary structured as a time-blocked calendar with explicit backup plans and budget tracking. | productivity/trip-itinerary-with-time-blocked-days.md |
| 22 | Unit Test Generator with Explicit Coverage Plan | Generate test code plus a coverage matrix so junior engineers can see what is tested and what is not. | productivity/unit-test-generator-with-coverage-plan.md |
| 23 | Video Script and Shot List Generator with Hook Testing Plan | Turn a video idea into a script, shot list, and A/B hook-testing plan rather than a wall of vague 'content ideas'. | productivity/video-script-and-shotlist-generator.md |
| 24 | Virtual Event Runbook with Async Engagement Plan | Design a virtual event as an async-first experience with a clear decision log, engagement metrics, and rollback plan. | productivity/virtual-event-runbook-with-decision-points.md |
| 25 | Weekly OKR Planning Cadence with Time-Blocked Calendar | Run a disciplined Monday OKR review that produces a time-blocked week plan and Friday retro template. | productivity/weekly-okr-planning-cadence.md |
Literature review, paper reading, thesis work, market analysis, and dataset storytelling. For researchers, analysts, and investors who need structured outputs with explicit evidence chains and confidence calibration.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Academic Figure Specification Generator | Produce a precise generation spec (for Nano Banana Pro or any image model) for a publication-grade academic figure. | research/academic-figure-spec-generator.md |
| 2 | Academic Prose De-AI Refiner | Tighten academic text so that it reads as human scholarly prose while preserving meaning and word count. | research/academic-prose-dehumanizer.md |
| 3 | Academic Writing Workshop Blueprint | Design an end-to-end academic writing workshop with objectives, sessions, materials, and evaluation. | research/academic-writing-workshop-blueprint.md |
| 4 | BibTeX Normalizer for Mixed Academic Sources | Convert heterogeneous reference lists into clean, consistent, machine-checkable BibTeX. | research/bibtex-normalizer.md |
| 5 | Career Competency Excavation Interview | Conduct a structured interview that surfaces hidden, transferable, and under-valued career competencies. | research/career-competency-excavation-interview.md |
| 6 | Dataset Story Extractor | Turn any dataset description into a plain-language story, a question backlog, and the three insights that actually matter. | research/dataset-story-extractor.md |
| 7 | Defect-Risk Auditor for Code and Agents | Systematically audit code changes or agent definitions for latent defects, race conditions, and operational risk; emit a trackable TODO file. | research/defect-risk-auditor-for-code-and-agents.md |
| 8 | Defense-Ready Graduation Deck Coach | Build a tight graduation defense deck plus a delivery plan that survives committee questions. | research/defense-ready-graduation-deck-coach.md |
| 9 | Equity Macro Thesis Builder | Structured forward-looking equity market analysis grounded in macro regimes and verifiable data. | research/equity-macro-thesis-builder.md |
| 10 | Etsy Niche Opportunity Scout | Identify defensible, data-backed Etsy niches matched to a seller's interests and capacity. | research/etsy-niche-opportunity-scout.md |
| 11 | Evidence-Led Academic Article Drafter | Draft a publishable-quality scholarly article with enforced primary-source citations and gap acknowledgement. | research/evidence-led-academic-article-drafter.md |
| 12 | Institution Crypto Outlook Dissector | Read an institutional crypto outlook and extract its thesis, evidence quality, and actionable implications. | research/institution-crypto-outlook-dissector.md |
| 13 | Lightweight Functional Analyst Mode | Invoke a minimal, disciplined functional-analyst stance for quick reviews and small-scope requirements work. | research/lightweight-functional-analyst-mode.md |
| 14 | Literature Review Synthesizer | Build a structured literature review that synthesizes rather than lists, with explicit gap identification. | research/literature-review-synthesizer.md |
| 15 | LLM Paper Deep Reader | Deconstruct an LLM research paper into claims, evidence, and reproducibility checks. | research/llm-paper-deep-reader.md |
| 16 | Precious and Base Metals Market Analyst | Produce a defensible price outlook for precious and industrial metals grounded in supply, demand, flows, and macro. | research/metals-market-analyst.md |
| 17 | Product Analytics Insight Extractor | Turn raw product-usage data into prioritized, statistically defensible engagement recommendations. | research/product-analytics-insight-extractor.md |
| 18 | Reason-First Academic Editor | Edit a PhD student's writing in a two-stage reasoning-then-output format that builds reflective practice. | research/reason-first-academic-editor.md |
| 19 | Research-Group Paper Digest | Generate a weekly research-group digest that lets members discuss a paper without everyone having read it cover-to-cover. | research/research-group-paper-digest.md |
| 20 | Scholarly Paper Scaffold Coach | Guide a student or junior researcher from blank page to a structured paper outline with defensible methodology. | research/scholarly-paper-scaffold-coach.md |
| 21 | Senior Functional Analyst — Phased Specification | Run a disciplined, approval-gated functional-analysis workflow across Analysis → Design → Specification → Validation → Hardening. | research/senior-functional-analyst-phased.md |
| 22 | Tactical Equity Positioning Desk | Generate short-to-medium horizon positioning suggestions on a specific equity or basket with explicit risk gates. | research/tactical-equity-positioning-desk.md |
| 23 | Text Sentiment Dissection | Classify and dissect sentiment in a text with evidence-cited positive/negative scoring. | research/text-sentiment-dissection.md |
| 24 | Thesis Literature Gap Auditor | Map the existing thesis-writing literature and surface the genuine gaps worth a new study. | research/thesis-literature-gap-auditor.md |
| 25 | YouTube Long-Form Dissector | Turn a YouTube video (link or transcript) into a research-grade note with time-coded evidence. | research/youtube-long-form-dissector.md |
Editing, translation, long-form content, screenplay, proofreading, and ghostwriting. Built for publication-grade output — tracked changes, style rationale, audience calibration — not generic "write a blog post" stubs.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Audience-Aware Storyteller (Age-Tuned Narratives) | Generate original short stories calibrated to a specific audience age, reading level, and theme, with a beat-sheet structure the reader can follow. | writing/audience-aware-storyteller.md |
| 2 | Bilingual Literary Editor (Any → English) | Detect the input language, translate it into polished literary English, and upgrade vocabulary and rhythm without altering the author's intent. | writing/bilingual-literary-editor-any-to-en.md |
| 3 | Bilingual Translator (German ↔ Central Kurdish / Sorani) | Translate documents between German and Central Kurdish (Sorani) with cultural and directional fidelity — preserving formatting, handling RTL/LTR layout, and adapting idioms responsibly. | writing/bilingual-translator-de-ckb.md |
| 4 | Blog Platform Product & Architecture Spec | Produce a full product + architecture spec for a scalable blog platform, covering CMS, auth, SEO, social sharing, hosting choices, and rollout plan. | writing/blog-platform-product-spec.md |
| 5 | Browser-Based Image Editor UX & Architecture Spec | Produce the product and engineering specification for a browser-based image editor: user stories, tool inventory, architecture, and acceptance criteria. | writing/browser-image-editor-architect.md |
| 6 | Clarity Rewriter for General Readers | Rewrite dense or jargon-heavy text into clear, concise prose for a general audience, then list the specific changes made — no fabrication, no drift. | writing/clarity-rewriter-for-general-readers.md |
| 7 | Codebase WIKI.md Generator (LSP-First, AST Fallback) | Generate a comprehensive WIKI.md for a codebase using LSP-driven symbol analysis, with Mermaid diagrams for architecture, data flow, and data model. | writing/codebase-wiki-generator.md |
| 8 | Contemporary Poet (Form-Fluent, Image-First) | Write original poems in a declared form and emotional register, grounded in concrete imagery rather than abstract sentiment. | writing/contemporary-poet.md |
| 9 | Cross-Language Code Porter (Semantic-Preserving Translation) | Translate code from one programming language to another, preserving behavior and idioms of the target language, with inline comments explaining non-obvious choices. | writing/cross-language-code-porter.md |
| 10 | Early Modern English Stylist (KJV-Adjacent) | Render modern sentences into dignified Early Modern English in the register of the King James Bible — preserving meaning, upgrading cadence. | writing/early-modern-english-stylist.md |
| 11 | Editorial Photo Pose & Setting Director | Direct an image-editing model to transform a subject's pose and setting in a portrait — preserving identity, lighting, and tasteful editorial framing. | writing/editorial-photo-pose-director.md |
| 12 | Editorial Proofreader (Chicago + AP Dual-Trained) | Proofread a text for mechanical errors and return a tracked-changes view with the corrected text, a diff list, and a style-rationale for each non-obvious fix. | writing/editorial-proofreader.md |
| 13 | Feature & Limited-Series Screenplay Architect | Develop a feature film or limited-series pilot package with logline, character bios, a beat sheet, and a sample scene in industry-standard format. | writing/feature-screenplay-architect.md |
| 14 | Investigative Journalist (Ethics-First Reporter) | Draft a news feature with lead, nut graf, evidence chain, expert quotes, and a source-verification checklist — written under SPJ ethics. | writing/investigative-journalist.md |
| 15 | LinkedIn Thought-Leadership Ghostwriter | Ghostwrite LinkedIn posts in a founder's or executive's voice — hook, narrative, takeaway, CTA — sized for feed readability and dwell time. | writing/linkedin-thought-leadership-ghostwriter.md |
| 16 | Live-Docs Library Expert (Version-Aware Framework Guidance) | Answer any library or framework question by first fetching live documentation via a docs MCP, checking the user's installed version, and flagging upgrade paths. | writing/live-docs-library-expert.md |
| 17 | Multi-Audience Codebase Onboarding Document | Analyze a codebase and produce one Markdown onboarding document with three clearly labeled lenses — executive, technical, product — plus diagrams and a limitations section. | writing/multi-audience-codebase-onboarding-doc.md |
| 18 | Novelist & Book Architect (Genre-Aware) | Design a full novel skeleton — premise, world, characters, three-act outline, and a sample opening — calibrated to a chosen genre's conventions. | writing/novelist-book-architect.md |
| 19 | Persuasive Essayist (Evidence-Backed, Op-Ed Ready) | Write a persuasive essay with a defensible thesis, three evidence-backed arguments, and an acknowledged counterargument — ready for an op-ed submission. | writing/persuasive-essayist.md |
| 20 | Product Tech Writer (How-To Guides with Screenshot Cues) | Turn a bullet list of product steps into a warm, scannable how-to guide with numbered tasks, screenshot cues, and troubleshooting. | writing/product-tech-writer-how-to.md |
| 21 | Professional Email Composer (Tone + Length + Locale) | Compose a professional email tuned to a specific tone, length, and locale, with a subject line, preheader, and a version-B variant for A/B comparison. | writing/professional-email-composer.md |
| 22 | Project-Aware Prompt Architect (Handoff-Ready Briefs) | Turn a rough feature request into a precise, copy-pasteable prompt for a downstream Designer or Coder agent, grounded in the current project's files and visual identity. | writing/project-aware-prompt-architect.md |
| 23 | SAP ABAP Carbon-Footprint Capstone Thesis Writer | Draft a full capstone/graduation thesis for an SAP ABAP module that tracks carbon footprint and integrates with standard SAP modules. | writing/sap-abap-capstone-thesis-writer.md |
| 24 | Taglish Narrative Explainer (Audio-First, TTS-Ready) | Turn dense technical source material into a friendly, audio-first Taglish explainer script — spoken like a mentor, ready for TTS narration. | writing/taglish-narrative-explainer.md |
| 25 | Text-to-Emoji Translator (Strict Pictographic Only) | Compress any sentence into a short, readable emoji sequence that a friend could decode back into the original meaning. | writing/text-to-emoji-translator.md |
Original custom GPTs from 2024, kept for historical record. Older prose style, no structured frontmatter. Not maintained — the modern equivalents are elsewhere in the hub.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | American Buddy Language Coach | Casual spoken-English practice with an American-friend persona. | legacy/American-Buddy-Language-Coach.md |
| 2 | Book Recommendation Expert | Recommend books based on stated interests, mood, and reading history. | legacy/Book-Recommendation-Expert.md |
| 3 | GPT GeniusBoost | Custom GPT builder prompt for the GeniusBoost ChatGPT store assistant. | legacy/GPT-GeniusBoost.md |
| 4 | Project Naming Master | Custom GPT builder prompt for the Project Naming Master ChatGPT store assistant. | legacy/Project-Naming-Master.md |
.md file follows the same structure: Role / Objective / Inputs / Output / Constraints / Examplemodel: any means it works across all three${variables} in the inputs block, golich-skills for automated workflows if you use Claude Code or CodexMost prompt collections are 2023-style lists of "Act as X" one-liners — fine for ChatGPT 3.5, noise for modern models. This hub is the opposite: curated, structured, and small enough to know every entry. Each prompt is a full brief with inputs, output contract, and constraints — upgraded for 2026-class reasoning models that reward structure. 222 prompts, sorted into 10 real categories — not 500+ scraped one-liners with duplicates.
If you want a dump, use the awesome list. If you want prompts that ship, use this hub.
MIT for original content. See prompts/legacy/ for older attribution where applicable.
Not affiliated with OpenAI, Anthropic, or Google.
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GPT-Prompt-Hub is an open-source community-driven repository dedicated to the collection, sharing, and refinement of custom GPT prompts
2,392
9 commits
updated Apr 19, 2026
Author: Shen Huang
Not another "act as X" dump. Each prompt is a structured brief: Role / Objective / Inputs / Output / Constraints / Example. Designed for 2026-class models (Claude 4.x, GPT-5, Gemini 3) — not for 2023 ChatGPT.
Production-grade prompts for code review, architecture, test generation, language/terminal simulators, and learning roadmaps. Built for senior engineers and mentors, not "explain this code" toys.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Academic Peer Reviewer | Produce a rigorous, constructive peer review of a submitted research paper for a journal or conference. | engineering/academic-peer-reviewer.md |
| 2 | Architecture Domain Expert Q&A | Answer architecture questions across design, history, structure, materials, codes, and sustainability with expert depth. | engineering/architecture-domain-expert.md |
| 3 | Chemistry Reaction Vessel Simulator | Simulate a chemical reaction vessel that reacts newly added substances with existing residues and tracks the product. | engineering/chemistry-reaction-vessel-simulator.md |
| 4 | Clinical Hypnotherapy Session Guide | Script a safe, evidence-informed hypnotherapy session for a specified presenting concern. | engineering/clinical-hypnotherapy-session-guide.md |
| 5 | Consumer Tech Product Reviewer | Produce a thorough, balanced review of a consumer tech product with pros, cons, and competitor comparison. | engineering/consumer-tech-product-reviewer.md |
| 6 | Cross-Language to Python Code Translator | Convert code written in any language into idiomatic, commented Python. | engineering/cross-language-to-python-translator.md |
| 7 | Cybersecurity Strategy Consultant | Develop a layered cybersecurity strategy tailored to an organization's data storage, sharing, and risk profile. | engineering/cybersecurity-strategy-consultant.md |
| 8 | DAX Terminal Simulator for Power BI Modeling | Generate DAX measure examples on demand for a predefined star-schema model, reusing prior measures as you go. | engineering/dax-terminal-simulator.md |
| 9 | DevRel Package Audit Analyst | Audit a software package's documentation health, community signals, and competitive position for DevRel strategy. | engineering/devrel-package-audit-analyst.md |
| 10 | Fullstack Architect for Go + Angular Web Apps | Design architecture and produce starter code for a secure Go + Angular web application. | engineering/fullstack-go-angular-architect.md |
| 11 | Git and GitHub Workflow Expert | Answer Git and GitHub questions with step-by-step commands tailored to the user's specific situation. | engineering/git-github-workflow-expert.md |
| 12 | Enterprise IT Solution Architect | Design the integration blueprint for introducing a new system into an existing enterprise IT landscape. | engineering/it-solution-architect.md |
| 13 | JavaScript Console Simulator | Act as a browser JavaScript console so users can experiment with JS expressions and see realistic output. | engineering/javascript-console-simulator.md |
| 14 | Junior Developer Coding Mentor | Teach coding concepts to a junior developer using simple language, examples, and pitfall warnings. | engineering/junior-dev-mentor.md |
| 15 | ML Concept Explainer for Practitioners | Explain machine-learning concepts in plain language with practical steps, diagrams, and further reading. | engineering/ml-concept-explainer.md |
| 16 | Python Interpreter Simulator | Execute Python snippets as if you were CPython and return only the output. | engineering/python-interpreter-simulator.md |
| 17 | QA Test Engineer and Bug Reporter | Design test cases and produce professional bug reports for a feature under test. | engineering/qa-test-engineer-bug-reporter.md |
| 18 | React.js Learning Roadmap in Tabular Form | Generate a beginner-friendly React.js study plan as a table with topics, study guidance, and practice assignments. | engineering/react-learning-roadmap-tabular.md |
| 19 | Senior Code Reviewer with Language-Specific Feedback | Get structured, actionable code review feedback on a given code snippet in any language. | engineering/senior-code-reviewer.md |
| 20 | Senior Frontend Engineer — React + Vite Scaffolder | Generate a single-file React starter using Vite, Redux Toolkit, Ant Design, and axios for rapid prototyping. | engineering/senior-frontend-react-scaffolder.md |
| 21 | Solidity Smart Contract Architect for Blockchain Messenger | Design and implement a Solidity contract that stores on-chain messages with strict read/write access control and an update counter. | engineering/solidity-blockchain-messenger-contract.md |
| 22 | SQL Terminal Simulator with Sample Schema | Practice SQL queries against a realistic e-commerce schema and see plausible tabular results. | engineering/sql-terminal-simulator.md |
| 23 | Terminal Simulator for Shell Learning | Simulate a realistic Linux shell so the user can practice commands and see plausible terminal output. | engineering/terminal-simulator-for-shell-learning.md |
| 24 | UX/UI Design Advisor for Digital Products | Get concrete, testable UX/UI improvement proposals for a described app or feature. | engineering/ux-ui-design-advisor.md |
| 25 | Virtual Art Gallery Curator | Plan a virtual art exhibition with curation, programming, and interactive visitor experiences. | engineering/virtual-art-gallery-curator.md |
Paid media, SEO, landing pages, brand, and cross-channel launches. Written with a performance-marketing lens — KPIs, compliance, and conversion math baked in, not slogan factories.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | PowerShell AD Cleanup: Move Disabled Users to OU | Generate a logged, error-handled PowerShell script that sweeps disabled AD users into a designated OU. | marketing-seo/ad-powershell-disabled-users-script.md |
| 2 | Parameterized PowerShell AD OU Mover | Generate a reusable, parameterized PowerShell script to relocate disabled AD accounts. | marketing-seo/ad-powershell-ou-mover-parameterized.md |
| 3 | Banking Sector Marketing Copywriter (French, Compliance-Aware) | Write compliant, benefit-focused French marketing copy for a financial product. | marketing-seo/banking-marketing-copywriter-fr.md |
| 4 | Creative Branding Strategist for SMBs | Build a distinctive brand identity system for a small business. | marketing-seo/creative-branding-strategist.md |
| 5 | Double-Exposure Cinematic Wallpaper Prompt Generator | Craft an image-generation prompt for a double-exposure cinematic wallpaper based on a character and environment. | marketing-seo/double-exposure-cinematic-wallpaper.md |
| 6 | E-commerce Listing CTR Optimizer (Holiday / Seasonal) | Optimize a marketplace listing for seasonal CTR and conversion lift. | marketing-seo/ecommerce-listing-ctr-optimizer.md |
| 7 | Educational Book Cover Concept Generator (Teen / YA) | Write image prompts for educational or religious-themed teen book covers. | marketing-seo/educational-book-cover-concept.md |
| 8 | Email Marketing Flow Architect (Lifecycle + Broadcast) | Design a measurable, compliant email marketing flow for a specific product. | marketing-seo/email-marketing-flow-architect.md |
| 9 | Google Ads Responsive Search Ads Headline Copywriter | Produce compliant, high-CTR headline variants for Google Ads Responsive Search Ads. | marketing-seo/google-ads-headline-copywriter.md |
| 10 | LinkedIn Outreach Generator (HR + Sales, JSON-aware) | Generate personalized outreach messages from LinkedIn JSON + PDF opportunity docs. | marketing-seo/linkedin-outreach-generator.md |
| 11 | Multi-Agent Marketing Department Orchestrator | Coordinate multiple specialized AI agents to execute a full marketing strategy end-to-end. | marketing-seo/multi-agent-marketing-department.md |
| 12 | Nietzschean Holistic Growth Mentor | Mentor users toward self-overcoming through integrated mental and physical routines. | marketing-seo/nietzschean-growth-mentor.md |
| 13 | Performance Marketing Campaign Planner (Cross-Channel) | Build an end-to-end advertising campaign brief with measurable KPIs across paid channels. | marketing-seo/performance-marketing-campaign-planner.md |
| 14 | Q1-Journal Systematic Review Article Design (Academic, Spanish) | Design and polish a systematic review article targeted at a Q1 academic journal. | marketing-seo/q1-systematic-review-article-design.md |
| 15 | Retail Launch Campaign Strategist (Omnichannel) | Plan an omnichannel launch campaign for new retail store format. | marketing-seo/retail-launch-campaign-strategist.md |
| 16 | SaaS Landing Page Copy & Layout Architect | Draft a high-converting SaaS landing page with copy and section plan. | marketing-seo/saas-landing-page-copywriter.md |
| 17 | SEO Long-Form Article Outline Builder | Produce a SERP-informed outline for a long-form ranking article. | marketing-seo/seo-article-outline-builder.md |
| 18 | SEO Content Strategy for High-Intent Keyword (Logistics Example) | Build a complete SEO plan to rank top-3 for a commercial keyword cluster. | marketing-seo/seo-content-strategy-container-tracking.md |
| 19 | SEO Fundamentals Reference (E-E-A-T + Core Web Vitals, 2026) | Reference-style SEO primer covering E-E-A-T, Core Web Vitals, and recent algorithm updates. | marketing-seo/seo-fundamentals-2026.md |
| 20 | SEO Specialist Advisor (Focused Answers Only) | Get targeted SEO advice without generic marketing filler. | marketing-seo/seo-specialist-advisor.md |
| 21 | Creator-Led Social Content Planner (Instagram / TikTok / YouTube) | Plan an influencer-style content push that converts followers into customers. | marketing-seo/social-media-influencer-content-planner.md |
| 22 | Social Media Manager Operating System (Twitter/X + Multi-Platform) | Run day-to-day social media operations with measurable brand-awareness lift. | marketing-seo/social-media-manager-operating-system.md |
| 23 | TikTok Performance Creative Designer | Design TikTok-native visual creative that drives completion rate and shares. | marketing-seo/tiktok-creative-visual-designer.md |
| 24 | Vibe-Driven Brand Landing Page Designer | Design an emotionally resonant landing page that matches a brand's distinctive vibe. | marketing-seo/vibe-coded-brand-landing-page.md |
| 25 | White-Label Web Template Architect | Design a reusable brandable web template that ships across multiple client brands. | marketing-seo/white-label-web-template-architect.md |
Strategy, product specs, financial planning, and venture design. Written for founders and operators who need decision-grade artifacts — PRDs, lean canvases, runway plans, venture memos — not generic "tell me about my business" fluff.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | AI Strategy Consultant — 10-Prompt Boardroom Playbook | Replace a mid-tier strategy engagement with 10 tightly scoped prompts that cover SWOT+, market entry, cost, growth, competitive intel, PMF, positioning, risk, funnel, and roadmap — each grounded in a named framework. | business/ai-strategy-consultant-10-prompt-playbook.md |
| 2 | AI Tour Guide for Inbound China Travel — Venture Plan | Draft a founder-grade plan for an AI tour guide app for foreign tourists in China, covering demand, differentiation, operations, and unit economics. | business/ai-tour-guide-china-venture-plan.md |
| 3 | Artist Studio Advisor — Technique and Portfolio Strategy | Coach a visual artist on technique, reference curation, and a coherent body-of-work strategy for a defined style or series. | business/artist-studio-advisor-portfolio-strategy.md |
| 4 | Cross-Platform Banking App with .NET MAUI — CRUD Spec | Specify a cross-platform banking app in .NET MAUI with secure CRUD on account and transaction records, SQLite persistence, and mobile-grade security. | business/banking-app-maui-crud-spec.md |
| 5 | Behavioral Interview Simulator with STAR Scoring | Simulate a rigorous behavioral/technical interview loop that scores answers against the STAR framework and hiring-manager expectations. | business/behavioral-interview-simulator-star-method.md |
| 6 | Budget Travel Route Planner — Multimodal and Layover-Aware | Find the cheapest realistic route between two cities by combining flights, trains, buses, and productive layovers. | business/budget-travel-route-planner-multimodal.md |
| 7 | Developer Code Snippet Manager — Product Spec Builder | Draft a complete product and UX spec for a web-based code snippet manager aimed at working developers. | business/code-snippet-manager-spec-builder.md |
| 8 | Computer Vision Algorithm Reviewer — Bottleneck and Upgrade Path | Review a computer vision or AI algorithm for accuracy, efficiency, and scalability, then propose concrete, research-backed upgrades. | business/computer-vision-algorithm-reviewer-bottleneck-analysis.md |
| 9 | Design Partner Agreement — One-Page Draft for Tech Startups | Produce a one-page design partner agreement between a tech startup and a data/domain-expert client that protects IP, confidentiality, and commercial rights. | business/design-partner-agreement-one-pager-draft.md |
| 10 | Diabetes Management Coach — Evidence-Based Planning | Support patients in understanding type 1, type 2, and gestational diabetes with personalized lifestyle, monitoring, and medication-awareness guidance grounded in current guidelines. | business/diabetes-management-coach-evidence-based.md |
| 11 | E-commerce Site Architect with JTBD and Conversion Math | Design an e-commerce site architecture grounded in Jobs-to-be-Done, conversion rate targets, and unit economics. | business/ecommerce-site-architect-jtbd-conversion.md |
| 12 | Holiday Portrait Edit — Warm Festive Scene, Identity-Preserving | Edit a user-supplied photo into a cozy holiday portrait with preserved identity, a warm smile, and a festive indoor scene — without face distortion. | business/holiday-portrait-edit-warm-festive.md |
| 13 | Academic Essay Writer — Jung, Rumi, and the Dynamic Unconscious | Draft an academic essay on Jungian psychology and Rumi's poetics of the dynamic unconscious. | business/jung-rumi-essay-writer-academic.md |
| 14 | Legal Triage Advisor — Action-First, No Explanations | Triage a legal situation into immediate actions, risk flags, and which specialist to call — without long disclaimers. | business/legal-triage-advisor-no-explanation.md |
| 15 | Medical Consultant — Symptom Triage and Care Options | Provide a careful, non-diagnostic symptom triage with differential considerations, red-flag detection, and care pathway options. | business/medical-consultant-symptom-triage.md |
| 16 | Oncology Venture — Regulated-Market Business Plan Builder | Draft a structured business plan for an oncology-focused startup that takes regulation, reimbursement, and clinical-evidence gates seriously. | business/oncology-health-venture-business-plan.md |
| 17 | Paraphrase Obfuscator — Stylistic Rewrite Without Attribution Trail | Rephrase input sentences with added complexity and ambiguity so the reworded output is not a direct synonym swap or mechanical translation. | business/paraphrase-obfuscator-stylistic-rewrite.md |
| 18 | Personal Investment Allocator — Risk-Adjusted and Horizon-Aware | Construct an allocation for a personal portfolio matched to horizon, risk capacity, inflation assumptions, and tax context. | business/personal-investment-allocator-risk-adjusted.md |
| 19 | Product Manager Advisor — Strategy, Roadmap, and PRD Coach | Act as a seasoned product advisor for PRD drafting, prioritization calls, and roadmap design, grounded in market context and user goals. | business/product-manager-advisor-strategy-roadmap.md |
| 20 | PRD Writer — KPI-Driven Product Manager | Draft a rigorous PRD on demand with problem framing, user stories, technical constraints, KPIs, and launch risks. | business/product-manager-prd-writer-kpi-driven.md |
| 21 | Prompt Architect — 4-Stage Optimizer for Any LLM | Transform a user's rough request into a production-grade prompt, calibrated to the target model and complexity, with optional clarifying questions. | business/prompt-architect-4-stage-optimizer.md |
| 22 | Rainy Window Cinematic Portrait — Single Eye in Focus | Generate a cinematic, emotionally layered close-up portrait viewed through a rain-covered glass window, with one eye in sharp focus. | business/rainy-window-cinematic-portrait-prompt.md |
| 23 | SMB Fractional CFO — Runway and Unit Economics Planner | Produce a defensible 12-month cash plan with unit economics, scenario stress tests, and tax considerations for a small business. | business/smb-fractional-cfo-runway-planner.md |
| 24 | Startup Idea Generator — Lean Canvas with Unit Economics | Turn a user wish into a vetted digital startup concept in Lean Canvas form with back-of-envelope unit economics and validation steps. | business/startup-idea-generator-lean-canvas-table.md |
| 25 | Talent Sourcing Strategist with Funnel Economics | Build a sourcing plan with channel mix, conversion assumptions, and cost-per-hire targets for a specific role. | business/talent-sourcing-strategist-funnel-model.md |
Resume, cover letter, ATS, interview prep, and job-pipeline tooling. Optimized for 2026 hiring reality — LLM-parseable resumes, strict ATS simulators, hidden-risk audits, and real-time job scouts.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Job Application Packet Normalizer | Normalize a messy application dossier into a clean, ATS-friendly, LLM-parseable structured form before downstream analysis. | career/application-packet-normalizer.md |
| 2 | Career Fair Networking Playbook | Coach a candidate through career fair prep — pitch, questions, booth strategy, 48-hour follow-up window. | career/career-fair-networking-playbook.md |
| 3 | CV-to-Cover-Letter Compiler (One-Page A4) | Compile a tightly tailored one-page cover letter from a candidate's CV and a specific job description, with a five-beat structure. | career/cv-to-cover-letter-compiler.md |
| 4 | Frontend-to-Fullstack Transition Cover Letter Writer | Generate a tight, humble-but-confident cover letter for a frontend dev moving toward fullstack / T-shaped work. | career/frontend-to-fullstack-cover-letter-writer.md |
| 5 | GovTech Agentic AI Platform Architect | Produce an architecture brief for a national-scale public-administration AI platform with compliance, auditability, and continuous learning. | career/govtech-agentic-ai-platform-architect.md |
| 6 | Job Fit Assessor with Leadership Growth Lens | Assess fit between a JD and a candidate's resume, projects, and leadership growth evidence — without generating new resume content. | career/job-fit-assessor-with-leadership-lens.md |
| 7 | Job & Internship Pipeline Tracker (Google Sheets Spec) | Generate a full Google Sheets spec (columns, formulas, conditional formats) for tracking a multi-stage job and internship search. | career/job-pipeline-tracker-sheet-builder.md |
| 8 | Job Posting Archive Extractor | Turn any job posting (URL, pasted text, PDF, OCR) into a stable, source-grounded markdown record that stays useful after the listing expires. | career/job-posting-archival-snapshot-engine.md |
| 9 | Old-Parser ATS + First-Screen Recruiter Audit | Audit a resume against both a pre-2015 ATS parser and a blunt human first-screen, score it, then emit a fix list to clear 85%. | career/legacy-ats-scanner-simulator.md |
| 10 | Real-Time Job Scout & Match Scanner | Pull fresh, high-fit job postings from the live web, scored against a candidate's skills with ATS-aligned keyword overlap. | career/real-time-job-scout-scanner.md |
| 11 | Resume Refiner — ATS-Safe and Recruiter-Ready | Upgrade a raw resume into a clean, ATS-parseable, recruiter-friendly document with quantified bullets and industry keywords. | career/resume-refiner-ats-and-recruiter-ready.md |
| 12 | Software Engineering Career Path Advisor | Guide candidates evaluating a pivot or entry into software engineering with a realistic 2026 market lens. | career/software-engineering-career-path-advisor.md |
| 13 | STAR-Method Resume Tailoring Engine | Rewrite resume experience bullets and skills section against a target JD using STAR format and ATS keyword alignment. | career/star-resume-tailoring-engine.md |
| 14 | Strategic Resume Customizer (Hiring-Risk-Aware) | Infer what the hiring manager is actually worried about, then tailor the resume and cover letter to answer those worries directly. | career/strategic-resume-customizer-with-de-risking-audit.md |
| 15 | Universal Job Fit Evaluator with Vibe Check | Objectively score a JD against a candidate's profile and portfolio, surface hidden signals, and produce interview-prep gotchas. | career/universal-job-fit-evaluator.md |
Music, visual design, image prompts, games, and multimedia concept work. Each prompt builds a structured creative artifact — shot list, score sketch, game blueprint — not a vague mood board.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Acoustic Guitar Progression Designer | Generate a concise, singable acoustic-guitar chord progression from a starting note and theme, with rhythmic and interpretive guidance. | creative/acoustic-guitar-progression-designer.md |
| 2 | Algorithm Breakdown Quick-Card — Idea, Steps, Complexity, Pitfalls | Deliver a tight, level-calibrated explanation of any named algorithm with intuition, steps, complexity, and common failure modes. | creative/algorithm-breakdown-quick-card.md |
| 3 | Android Music App Architect — Compose + Media3 Blueprint | Produce a senior-level architecture and feature plan for a modern Android music app with playlists, visualizations, offline, and streaming integration. | creative/android-music-app-architect.md |
| 4 | Android Studio Beginner Sensei — Zero-Jargon Companion | Walk a complete beginner through Android Studio, Kotlin, and Jetpack Compose with analogies, tiny steps, and warm tone. | creative/android-studio-beginner-sensei.md |
| 5 | ASCII Illustrator — Pure Monospace Output | Render a recognizable object as clean ASCII art inside a code block with zero explanation. | creative/ascii-illustrator-monospace-pure.md |
| 6 | Chamber-Piece Composer with Voice-Leading Discipline | Draft an original classical short-form piece with idiomatic writing for a specific instrument or ensemble. | creative/chamber-piece-composer.md |
| 7 | Conlang Translator — Immersive Monolingual Mode | Translate user input into a self-consistent invented language, staying fully in-character except for explicit meta instructions. | creative/conlang-translator-immersive.md |
| 8 | Food Video Shot-List Director — Commercial Craving Architect | Produce a hyperrealistic food video treatment and shot list with platform-aware framing and tension arcs that trigger craving. | creative/food-video-shotlist-director.md |
| 9 | Hyperrealistic Food Photo Prompt Builder | Craft a precise image-generation prompt for a commercial-grade hyperrealistic food photograph suitable for menus or ads. | creative/hyperrealistic-food-photo-prompt.md |
| 10 | Interactive Quiz SPA — Full Feature Specification | Generate a complete technical spec and implementation for a browser-based interactive quiz with scoring, timers, leaderboard, and review mode. | creative/interactive-quiz-spa-spec.md |
| 11 | JLPT N5 Kanji Drill Master — Adaptive Multiple Choice | Run an adaptive, one-question-at-a-time multiple-choice drill over the JLPT N5 kanji set with streak tracking. | creative/jlpt-n5-kanji-drill-master.md |
| 12 | Backward-Planning Lesson Designer | Build a single-class or multi-session lesson plan using backward design — outcomes first, activities last. | creative/lesson-designer-backward-planning.md |
| 13 | Lyric-to-Score Sonic Architect | Translate finished lyrics into a structured musical arrangement with mood, instrumentation, and chord direction. | creative/lyric-to-score-sonic-architect.md |
| 14 | Meat-Egg Category Expert Q&A Generator | Generate five industry-grade buyer Q&A entries for a meat/poultry/egg SKU, framed around universal category knowledge rather than SKU-specific marketing. | creative/meat-egg-category-expert-qa.md |
| 15 | Milestone-Event Portrait Makeup Director | Design a full makeup look for a high-stakes personal milestone, accounting for skin, lighting, and emotional arc. | creative/milestone-portrait-makeup-director.md |
| 16 | Mobile App Triple-Lens UI/UX Critique | Evaluate a mobile app screenshot through three expert lenses and deliver prioritized, actionable improvements. | creative/mobile-app-triple-lens-critique.md |
| 17 | Music Video Concept Director with Hook-Body-Payoff Arc | Develop a music video treatment with a clear viral hook, visual world, and shareable payoff moment. | creative/music-video-concept-director.md |
| 18 | Neighborhood Museum Crawler — Hyperlocal Cultural Itinerary Builder | Generate a walkable, time-boxed museum and cultural-venue crawl for a specific city district with tiered alternatives. | creative/neighborhood-museum-crawler.md |
| 19 | Persuasive Long-Form Argument Writer | Write a research-backed persuasive article or proposal with a clear thesis, evidentiary spine, and emotional resonance. | creative/persuasive-long-form-argument-writer.md |
| 20 | Picture-Book Premise Generator with Emotional Landing | Generate multiple picture-book story premises that combine child-friendly plotting with an honest emotional payoff parents will appreciate. | creative/picture-book-premise-generator.md |
| 21 | POV Smartphone Photo — Central Park NASA Timeline Scene | Generate a precise POV image prompt for a first-person smartphone shot in Central Park with a custom space-themed social timeline on screen. | creative/pov-smartphone-central-park-photo.md |
| 22 | Red Light / Green Light — Multiplayer Reflex Game Blueprint | Design the mechanics, systems, and tension architecture for a Red Light / Green Light reflex game with configurable environment, difficulty, and player count. | creative/red-light-green-light-game-blueprint.md |
| 23 | Socratic Coding Coach — Hints Only, No Solutions | Guide a learner through a coding problem by asking focused questions and dropping structured hints, never revealing the solution. | creative/socratic-coding-coach.md |
| 24 | Inline SVG Illustrator via Base64 Data URL | Produce inline-renderable SVG images as a single markdown image tag using base64 data URLs. | creative/svg-inline-illustrator.md |
| 25 | UI Designer Systems Thinker — From Requirements to Handoff | Operate as a UI designer who produces consistent, accessible, systems-aware interface work from brief through developer handoff. | creative/ui-designer-systems-thinker.md |
CBT reflection, clinical reasoning, care plan explainers, and wellness image briefs. Intentionally narrow — these are educational, non-diagnostic prompts with explicit uncertainty and safety guardrails.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | CBT-Informed Reflection Coach | Help a user examine a distressing thought using evidence-based CBT techniques, without acting as a therapist. | health-life/cbt-informed-reflection-coach.md |
| 2 | Clinical Reasoning Assistant (Differential Diagnosis Explainer) | Educational walkthrough of differential diagnosis reasoning for a presenting complaint, with explicit evidence weighting and uncertainty flags. | health-life/clinical-reasoning-assistant.md |
| 3 | Digital Community Ethnography Mapper | Help academic researchers and clinicians map online communities around sensitive psychosocial topics (identity, relationships, mental health) with methodological rigor and ethics. | health-life/digital-community-ethnography-mapper.md |
| 4 | Culturally-Grounded Healthcare Professional Portrait Brief | Generate a production-ready image-generation brief for a respectful, photorealistic portrait of a healthcare professional in a specified cultural context. | health-life/healthcare-portrait-image-brief.md |
| 5 | Integrative Care Plan Explainer | Explain what a conventional + complementary care plan typically looks like for a given chronic condition, with evidence tiers and interaction warnings. | health-life/integrative-care-plan-explainer.md |
| 6 | Symptom Triage Explainer | Non-diagnostic triage explanation that helps a user decide whether a symptom likely warrants emergency care, same-day care, routine visit, or self-monitoring. | health-life/symptom-triage-explainer.md |
| 7 | Wellness and Mindfulness Lifestyle Image Brief | Produce a detailed image-generation brief for a serene, inclusive, editorial-quality wellness lifestyle photograph. | health-life/wellness-lifestyle-image-brief.md |
Tutoring, language coaching, mock interviews, study strategy, and life-coaching prompts. Built on Socratic method, backward design, spaced retrieval, and evidence-based frameworks — not just "explain this topic."
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Academic Writing Revision Tutor | Help a student revise long-form academic writing with line-level edits, structural feedback, and a prioritized revision plan. | learning/academic-writing-revision-tutor.md |
| 2 | Algorithms for Beginners — Python Instructor | Teach introductory algorithms in Python with runnable code, ASCII visualizations, complexity analysis, and self-check exercises. | learning/algorithms-for-beginners-python-instructor.md |
| 3 | Applied Philosophy Tutor for Everyday Life | Teach philosophical concepts through everyday examples, Socratic questioning, and application exercises tailored to the learner's level. | learning/applied-philosophy-tutor-for-everyday-life.md |
| 4 | Career Transition Strategist | Help someone pivot between careers with a skills gap analysis, transition roadmap, portfolio plan, and target role shortlist. | learning/career-transition-strategist.md |
| 5 | Competitive Debate Preparation Coach | Prepare a debate team for a specific motion with structured practice rounds, rebuttal drills, and evidence-based conclusion frameworks. | learning/competitive-debate-preparation-coach.md |
| 6 | Couples Conflict Mediation Coach | Help two people in conflict identify the underlying needs, reframe accusations into requests, and agree on a concrete next-step experiment. | learning/couples-conflict-mediation-coach.md |
| 7 | Creative Math Educator — Lesson Designer | Design engaging, concrete, differentiated math lessons that use real-world problems, games, and stories instead of drill-and-kill. | learning/creative-math-educator-lesson-designer.md |
| 8 | English Tutor for Turkish Speakers | Teach English to native Turkish speakers with bilingual explanations, contrastive grammar, and culturally relevant practice. | learning/english-tutor-for-turkish-speakers.md |
| 9 | Evidence-Based Life Coach | Help the user design specific, testable life changes using CBT, habit-loop theory, and implementation intentions — not generic advice. | learning/evidence-based-life-coach.md |
| 10 | Executive Keynote Public Speaking Coach | Coach an executive preparing a high-stakes keynote — structure, delivery, stage presence, and contingency handling. | learning/executive-keynote-public-speaking-coach.md |
| 11 | History of Mathematics Lecturer | Explain the historical development of mathematical concepts and the contributions of specific mathematicians, without solving problems. | learning/history-of-mathematics-lecturer.md |
| 12 | Interview Prep Curriculum — Talent Coach | Generate a role-specific interview preparation curriculum — skills to showcase on the CV, likely questions, and scoring rubrics. | learning/interview-prep-curriculum-talent-coach.md |
| 13 | Level-Adaptive Math Tutor | Explain math concepts at the learner's level with worked examples, misconception checks, and retrieval practice. | learning/level-adaptive-math-tutor.md |
| 14 | Personalized Fitness Program Architect | Design a personalized training + nutrition + recovery program from a full client profile, with progression, contingencies, and measurable checkpoints. | learning/personalized-fitness-program-architect.md |
| 15 | Phonetic Coach for L2 English Learners | Help non-native English speakers pronounce English sentences using the phonetic conventions of their mother tongue. | learning/phonetic-coach-for-l2-english-learners.md |
| 16 | Remote Worker Fitness & Mobility Architect | Design a comprehensive training, nutrition, mobility, and daily-movement plan for someone who works from home and sits 8+ hours a day. | learning/remote-worker-fitness-and-mobility-architect.md |
| 17 | Role-Specific Mock Interview Coach | Run realistic mock interviews for a specific role, with tailored questions, behavioral feedback, and etiquette coaching. | learning/role-specific-mock-interview-coach.md |
| 18 | School-to-Income Mentor | Mentor a student through earning strong grades while simultaneously building income-generating skills, projects, and networks during school years. | learning/school-to-income-mentor.md |
| 19 | Silent Calculator — Expression Evaluator | Act as a pure math expression evaluator that outputs only the numeric result, useful in pipelines and chained prompts. | learning/silent-calculator-expression-evaluator.md |
| 20 | Socratic Polymath Tutor for Any Topic | Teach any topic from beginner to intermediate-advanced level using analogies, modular breakdown, misconception correction, and Socratic assessment. | learning/socratic-polymath-tutor-any-topic.md |
| 21 | Spoken English Drill Partner with Error Correction | Practice conversational English with a partner who strictly corrects every grammar, spelling, and factual mistake and always keeps the dialogue moving forward. | learning/spoken-english-drill-partner-with-error-correction.md |
| 22 | Study Discipline Motivational Strategist | Inject discipline and structure into a flagging study schedule with concrete routines, environment design, and motivation scripts. | learning/study-discipline-motivational-strategist.md |
| 23 | Translation Tutor with Cultural Annotations | Translate sentences into English while surfacing unfamiliar vocabulary, idioms, and cultural context calibrated to the learner's proficiency level. | learning/translation-tutor-with-cultural-annotations.md |
| 24 | Virtual Workout Session Coach | Run a real-time guided workout session — warm-up through cooldown — with cueing, form reminders, and motivational pacing. | learning/virtual-workout-session-coach.md |
| 25 | Workplace English Speaking Coach (Bilingual, Chinese Instructions) | Help Chinese-speaking professionals rapidly improve their spoken English for workplace scenarios, with instructions delivered in Chinese. | learning/workplace-english-speaking-coach-bilingual.md |
PRDs, planning cadences, PR review, app specs, and workflow automations. Each prompt produces a shippable artifact — runbook, spec, decision log — not a journal-style to-do list.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Adaptive Study Plan with Energy Audit and Deadline Backward-Pass | Build a study plan that respects energy types, uses deadline backward-pass scheduling, and includes a weekly review. | productivity/adaptive-study-plan-with-energy-audit.md |
| 2 | Book to Action Brief with Implementation Rituals | Convert a non-fiction book into a tiered action brief: ideas, rituals to adopt, and a 30-day implementation plan. | productivity/book-to-action-brief.md |
| 3 | Career Decision Framework with Reversibility Scoring | Evaluate competing job offers using a reversibility scorecard, 5-year envelope, and regret-minimization test. | productivity/career-decision-framework.md |
| 4 | Code Review Triage by Severity with Blocker Matrix | Review code with a blocker/non-blocker matrix so reviewers and authors can unblock async merges. | productivity/code-review-triage-by-severity.md |
| 5 | Codebase Continuation Assistant with Context Audit | Continue development of an unfamiliar codebase by auditing context first, then proposing minimal-diff extensions. | productivity/codebase-continuation-assistant.md |
| 6 | Eisenhower-Matrix Todo App Spec with GTD Inbox | Spec a todo app that combines GTD inbox flow with Eisenhower-matrix prioritization and energy-based scheduling. | productivity/eisenhower-todo-app-spec.md |
| 7 | Encyclopedia Explainer with Confidence and Source Tiers | Explain any topic with layered depth, cited source tiers, and explicit confidence ratings per claim. | productivity/encyclopedia-explainer-with-confidence.md |
| 8 | Historical Era Immersion Guide with Daily-Life Snapshots | Generate an immersive historical-era guide focused on specific events, people, sensory details, and a reading path. | productivity/historical-era-immersion-guide.md |
| 9 | Lecture Notes to Spaced-Repetition Deck Converter | Turn raw lecture transcripts into structured notes plus an Anki-ready deck of quiz-weighted cards. | productivity/lecture-notes-to-spaced-repetition-deck.md |
| 10 | Local-First Markdown Knowledge Base App Spec | Spec a markdown notes app with local-first storage, live preview, graph view, and export pipelines. | productivity/markdown-knowledge-base-app-spec.md |
| 11 | Meeting Room Booking App Spec with Utilization Analytics | Spec a meeting room booking web app with role-based access, utilization analytics, and a no-show penalty loop. | productivity/meeting-room-booking-app-spec.md |
| 12 | Mindfulness Timer PWA Technical Spec | Draft a complete, shippable spec for a mindfulness timer PWA with offline support and habit tracking. | productivity/mindfulness-timer-pwa-spec.md |
| 13 | Pathology Slide Analysis Report Workflow | Draft a structured pathology slide analysis report with evidence traceability and confidence calibration. | productivity/pathology-slide-report-workflow.md |
| 14 | Pharmaceutical Literature Review Assistant with Evidence Grading | Conduct a graded literature review for a pharmaceutical research topic with experiment-design follow-through. | productivity/pharma-literature-review-assistant.md |
| 15 | Pomodoro Timer PWA with Focus Analytics | Spec a pomodoro app that ties sessions to tasks and produces weekly focus analytics. | productivity/pomodoro-timer-with-focus-analytics.md |
| 16 | PRD Drafting Workflow with Embedded Decision Log | Generate a shippable PRD that includes a decision log, kill-criteria, and async review checklist. | productivity/prd-drafting-workflow-with-decision-log.md |
| 17 | Professional Email Composer with Async Meeting-Replacement Mode | Draft professional emails that land a decision in one message rather than triggering another meeting. | productivity/professional-email-composer.md |
| 18 | Pull Request Review with Risk Scoring and Ticket Traceability | Review a PR with explicit risk scoring, ticket traceability, and a reviewer sign-off protocol. | productivity/pull-request-review-with-risk-scoring.md |
| 19 | Real-Time Multiplayer Defense Game Production Plan | Produce a milestone-based production plan for a real-time multiplayer defense game, not just a feature wishlist. | productivity/realtime-multiplayer-defense-game-plan.md |
| 20 | Real-Time Screen Translation Workflow with Glossary Lock | Translate on-screen text in real time while respecting a locked glossary and preserving formatting. | productivity/realtime-screen-translation-workflow.md |
| 21 | Trip Itinerary with Time-Blocked Days and Contingency Layers | Generate a travel itinerary structured as a time-blocked calendar with explicit backup plans and budget tracking. | productivity/trip-itinerary-with-time-blocked-days.md |
| 22 | Unit Test Generator with Explicit Coverage Plan | Generate test code plus a coverage matrix so junior engineers can see what is tested and what is not. | productivity/unit-test-generator-with-coverage-plan.md |
| 23 | Video Script and Shot List Generator with Hook Testing Plan | Turn a video idea into a script, shot list, and A/B hook-testing plan rather than a wall of vague 'content ideas'. | productivity/video-script-and-shotlist-generator.md |
| 24 | Virtual Event Runbook with Async Engagement Plan | Design a virtual event as an async-first experience with a clear decision log, engagement metrics, and rollback plan. | productivity/virtual-event-runbook-with-decision-points.md |
| 25 | Weekly OKR Planning Cadence with Time-Blocked Calendar | Run a disciplined Monday OKR review that produces a time-blocked week plan and Friday retro template. | productivity/weekly-okr-planning-cadence.md |
Literature review, paper reading, thesis work, market analysis, and dataset storytelling. For researchers, analysts, and investors who need structured outputs with explicit evidence chains and confidence calibration.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Academic Figure Specification Generator | Produce a precise generation spec (for Nano Banana Pro or any image model) for a publication-grade academic figure. | research/academic-figure-spec-generator.md |
| 2 | Academic Prose De-AI Refiner | Tighten academic text so that it reads as human scholarly prose while preserving meaning and word count. | research/academic-prose-dehumanizer.md |
| 3 | Academic Writing Workshop Blueprint | Design an end-to-end academic writing workshop with objectives, sessions, materials, and evaluation. | research/academic-writing-workshop-blueprint.md |
| 4 | BibTeX Normalizer for Mixed Academic Sources | Convert heterogeneous reference lists into clean, consistent, machine-checkable BibTeX. | research/bibtex-normalizer.md |
| 5 | Career Competency Excavation Interview | Conduct a structured interview that surfaces hidden, transferable, and under-valued career competencies. | research/career-competency-excavation-interview.md |
| 6 | Dataset Story Extractor | Turn any dataset description into a plain-language story, a question backlog, and the three insights that actually matter. | research/dataset-story-extractor.md |
| 7 | Defect-Risk Auditor for Code and Agents | Systematically audit code changes or agent definitions for latent defects, race conditions, and operational risk; emit a trackable TODO file. | research/defect-risk-auditor-for-code-and-agents.md |
| 8 | Defense-Ready Graduation Deck Coach | Build a tight graduation defense deck plus a delivery plan that survives committee questions. | research/defense-ready-graduation-deck-coach.md |
| 9 | Equity Macro Thesis Builder | Structured forward-looking equity market analysis grounded in macro regimes and verifiable data. | research/equity-macro-thesis-builder.md |
| 10 | Etsy Niche Opportunity Scout | Identify defensible, data-backed Etsy niches matched to a seller's interests and capacity. | research/etsy-niche-opportunity-scout.md |
| 11 | Evidence-Led Academic Article Drafter | Draft a publishable-quality scholarly article with enforced primary-source citations and gap acknowledgement. | research/evidence-led-academic-article-drafter.md |
| 12 | Institution Crypto Outlook Dissector | Read an institutional crypto outlook and extract its thesis, evidence quality, and actionable implications. | research/institution-crypto-outlook-dissector.md |
| 13 | Lightweight Functional Analyst Mode | Invoke a minimal, disciplined functional-analyst stance for quick reviews and small-scope requirements work. | research/lightweight-functional-analyst-mode.md |
| 14 | Literature Review Synthesizer | Build a structured literature review that synthesizes rather than lists, with explicit gap identification. | research/literature-review-synthesizer.md |
| 15 | LLM Paper Deep Reader | Deconstruct an LLM research paper into claims, evidence, and reproducibility checks. | research/llm-paper-deep-reader.md |
| 16 | Precious and Base Metals Market Analyst | Produce a defensible price outlook for precious and industrial metals grounded in supply, demand, flows, and macro. | research/metals-market-analyst.md |
| 17 | Product Analytics Insight Extractor | Turn raw product-usage data into prioritized, statistically defensible engagement recommendations. | research/product-analytics-insight-extractor.md |
| 18 | Reason-First Academic Editor | Edit a PhD student's writing in a two-stage reasoning-then-output format that builds reflective practice. | research/reason-first-academic-editor.md |
| 19 | Research-Group Paper Digest | Generate a weekly research-group digest that lets members discuss a paper without everyone having read it cover-to-cover. | research/research-group-paper-digest.md |
| 20 | Scholarly Paper Scaffold Coach | Guide a student or junior researcher from blank page to a structured paper outline with defensible methodology. | research/scholarly-paper-scaffold-coach.md |
| 21 | Senior Functional Analyst — Phased Specification | Run a disciplined, approval-gated functional-analysis workflow across Analysis → Design → Specification → Validation → Hardening. | research/senior-functional-analyst-phased.md |
| 22 | Tactical Equity Positioning Desk | Generate short-to-medium horizon positioning suggestions on a specific equity or basket with explicit risk gates. | research/tactical-equity-positioning-desk.md |
| 23 | Text Sentiment Dissection | Classify and dissect sentiment in a text with evidence-cited positive/negative scoring. | research/text-sentiment-dissection.md |
| 24 | Thesis Literature Gap Auditor | Map the existing thesis-writing literature and surface the genuine gaps worth a new study. | research/thesis-literature-gap-auditor.md |
| 25 | YouTube Long-Form Dissector | Turn a YouTube video (link or transcript) into a research-grade note with time-coded evidence. | research/youtube-long-form-dissector.md |
Editing, translation, long-form content, screenplay, proofreading, and ghostwriting. Built for publication-grade output — tracked changes, style rationale, audience calibration — not generic "write a blog post" stubs.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | Audience-Aware Storyteller (Age-Tuned Narratives) | Generate original short stories calibrated to a specific audience age, reading level, and theme, with a beat-sheet structure the reader can follow. | writing/audience-aware-storyteller.md |
| 2 | Bilingual Literary Editor (Any → English) | Detect the input language, translate it into polished literary English, and upgrade vocabulary and rhythm without altering the author's intent. | writing/bilingual-literary-editor-any-to-en.md |
| 3 | Bilingual Translator (German ↔ Central Kurdish / Sorani) | Translate documents between German and Central Kurdish (Sorani) with cultural and directional fidelity — preserving formatting, handling RTL/LTR layout, and adapting idioms responsibly. | writing/bilingual-translator-de-ckb.md |
| 4 | Blog Platform Product & Architecture Spec | Produce a full product + architecture spec for a scalable blog platform, covering CMS, auth, SEO, social sharing, hosting choices, and rollout plan. | writing/blog-platform-product-spec.md |
| 5 | Browser-Based Image Editor UX & Architecture Spec | Produce the product and engineering specification for a browser-based image editor: user stories, tool inventory, architecture, and acceptance criteria. | writing/browser-image-editor-architect.md |
| 6 | Clarity Rewriter for General Readers | Rewrite dense or jargon-heavy text into clear, concise prose for a general audience, then list the specific changes made — no fabrication, no drift. | writing/clarity-rewriter-for-general-readers.md |
| 7 | Codebase WIKI.md Generator (LSP-First, AST Fallback) | Generate a comprehensive WIKI.md for a codebase using LSP-driven symbol analysis, with Mermaid diagrams for architecture, data flow, and data model. | writing/codebase-wiki-generator.md |
| 8 | Contemporary Poet (Form-Fluent, Image-First) | Write original poems in a declared form and emotional register, grounded in concrete imagery rather than abstract sentiment. | writing/contemporary-poet.md |
| 9 | Cross-Language Code Porter (Semantic-Preserving Translation) | Translate code from one programming language to another, preserving behavior and idioms of the target language, with inline comments explaining non-obvious choices. | writing/cross-language-code-porter.md |
| 10 | Early Modern English Stylist (KJV-Adjacent) | Render modern sentences into dignified Early Modern English in the register of the King James Bible — preserving meaning, upgrading cadence. | writing/early-modern-english-stylist.md |
| 11 | Editorial Photo Pose & Setting Director | Direct an image-editing model to transform a subject's pose and setting in a portrait — preserving identity, lighting, and tasteful editorial framing. | writing/editorial-photo-pose-director.md |
| 12 | Editorial Proofreader (Chicago + AP Dual-Trained) | Proofread a text for mechanical errors and return a tracked-changes view with the corrected text, a diff list, and a style-rationale for each non-obvious fix. | writing/editorial-proofreader.md |
| 13 | Feature & Limited-Series Screenplay Architect | Develop a feature film or limited-series pilot package with logline, character bios, a beat sheet, and a sample scene in industry-standard format. | writing/feature-screenplay-architect.md |
| 14 | Investigative Journalist (Ethics-First Reporter) | Draft a news feature with lead, nut graf, evidence chain, expert quotes, and a source-verification checklist — written under SPJ ethics. | writing/investigative-journalist.md |
| 15 | LinkedIn Thought-Leadership Ghostwriter | Ghostwrite LinkedIn posts in a founder's or executive's voice — hook, narrative, takeaway, CTA — sized for feed readability and dwell time. | writing/linkedin-thought-leadership-ghostwriter.md |
| 16 | Live-Docs Library Expert (Version-Aware Framework Guidance) | Answer any library or framework question by first fetching live documentation via a docs MCP, checking the user's installed version, and flagging upgrade paths. | writing/live-docs-library-expert.md |
| 17 | Multi-Audience Codebase Onboarding Document | Analyze a codebase and produce one Markdown onboarding document with three clearly labeled lenses — executive, technical, product — plus diagrams and a limitations section. | writing/multi-audience-codebase-onboarding-doc.md |
| 18 | Novelist & Book Architect (Genre-Aware) | Design a full novel skeleton — premise, world, characters, three-act outline, and a sample opening — calibrated to a chosen genre's conventions. | writing/novelist-book-architect.md |
| 19 | Persuasive Essayist (Evidence-Backed, Op-Ed Ready) | Write a persuasive essay with a defensible thesis, three evidence-backed arguments, and an acknowledged counterargument — ready for an op-ed submission. | writing/persuasive-essayist.md |
| 20 | Product Tech Writer (How-To Guides with Screenshot Cues) | Turn a bullet list of product steps into a warm, scannable how-to guide with numbered tasks, screenshot cues, and troubleshooting. | writing/product-tech-writer-how-to.md |
| 21 | Professional Email Composer (Tone + Length + Locale) | Compose a professional email tuned to a specific tone, length, and locale, with a subject line, preheader, and a version-B variant for A/B comparison. | writing/professional-email-composer.md |
| 22 | Project-Aware Prompt Architect (Handoff-Ready Briefs) | Turn a rough feature request into a precise, copy-pasteable prompt for a downstream Designer or Coder agent, grounded in the current project's files and visual identity. | writing/project-aware-prompt-architect.md |
| 23 | SAP ABAP Carbon-Footprint Capstone Thesis Writer | Draft a full capstone/graduation thesis for an SAP ABAP module that tracks carbon footprint and integrates with standard SAP modules. | writing/sap-abap-capstone-thesis-writer.md |
| 24 | Taglish Narrative Explainer (Audio-First, TTS-Ready) | Turn dense technical source material into a friendly, audio-first Taglish explainer script — spoken like a mentor, ready for TTS narration. | writing/taglish-narrative-explainer.md |
| 25 | Text-to-Emoji Translator (Strict Pictographic Only) | Compress any sentence into a short, readable emoji sequence that a friend could decode back into the original meaning. | writing/text-to-emoji-translator.md |
Original custom GPTs from 2024, kept for historical record. Older prose style, no structured frontmatter. Not maintained — the modern equivalents are elsewhere in the hub.
| # | Title | Use case | File |
|---|---|---|---|
| 1 | American Buddy Language Coach | Casual spoken-English practice with an American-friend persona. | legacy/American-Buddy-Language-Coach.md |
| 2 | Book Recommendation Expert | Recommend books based on stated interests, mood, and reading history. | legacy/Book-Recommendation-Expert.md |
| 3 | GPT GeniusBoost | Custom GPT builder prompt for the GeniusBoost ChatGPT store assistant. | legacy/GPT-GeniusBoost.md |
| 4 | Project Naming Master | Custom GPT builder prompt for the Project Naming Master ChatGPT store assistant. | legacy/Project-Naming-Master.md |
.md file follows the same structure: Role / Objective / Inputs / Output / Constraints / Examplemodel: any means it works across all three${variables} in the inputs block, golich-skills for automated workflows if you use Claude Code or CodexMost prompt collections are 2023-style lists of "Act as X" one-liners — fine for ChatGPT 3.5, noise for modern models. This hub is the opposite: curated, structured, and small enough to know every entry. Each prompt is a full brief with inputs, output contract, and constraints — upgraded for 2026-class reasoning models that reward structure. 222 prompts, sorted into 10 real categories — not 500+ scraped one-liners with duplicates.
If you want a dump, use the awesome list. If you want prompts that ship, use this hub.
MIT for original content. See prompts/legacy/ for older attribution where applicable.
Not affiliated with OpenAI, Anthropic, or Google.
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