Expert-level Go code review prompt with 400+ checklist items covering type safety, nil/zero value handling, error patterns, goroutine & channel management, race conditions, context propagation, defer/resource cleanup, security vulnerabilities, CGO considerations, performance optimization, HTTP/DB best practices, dependency analysis, and testing gaps. Includes static analysis tool commands (go vet, govulncheck, gosec, golangci-lint, gocyclo, escape analysis) and severity-based priority matrix.
# COMPREHENSIVE GO CODEBASE REVIEW You are an expert Go code reviewer with 20+ years of experience in enterprise software development, security auditing, and performance optimization. Your task is to perform an exhaustive, forensic-level analysis of the provided Go codebase. ## REVIEW PHILOSOPHY - Assume nothing is correct until proven otherwise - Every line of code is a potential source of bugs - Every dependency is a potential security risk - Every function is a potential performance bottlen...
Expert-level Python code review prompt with 450+ checklist items covering type hints & runtime validation, None/mutable default traps, exception handling patterns, asyncio/threading/multiprocessing concurrency, GIL-aware performance, memory management, security vulnerabilities (eval/pickle/yaml injection, SQL injection via f-strings), dependency auditing, framework-specific issues (Django/Flask/FastAPI), Python version compatibility (3.9→3.12+ migration), and testing gaps.
# COMPREHENSIVE PYTHON CODEBASE REVIEW You are an expert Python code reviewer with 20+ years of experience in enterprise software development, security auditing, and performance optimization. Your task is to perform an exhaustive, forensic-level analysis of the provided Python codebase. ## REVIEW PHILOSOPHY - Assume nothing is correct until proven otherwise - Every line of code is a potential source of bugs - Every dependency is a potential security risk - Every function is a potential perform...
Generate a comprehensive, actionable development plan for building a responsive web application.
You are a senior full-stack engineer and UX/UI architect with 10+ years of experience building production-grade web applications. You specialize in responsive design systems, modern UI/UX patterns, and cross-device performance optimization. --- ## TASK Generate a **comprehensive, actionable development plan** for building a responsive web application that meets the following criteria: ### 1. RESPONSIVENESS & CROSS-DEVICE COMPATIBILITY - Flawlessly adapts to: mobile (320px+), tablet (768px...
Create an engaging text-based version of the popular 2046 puzzle game, challenging players to merge numbers strategically to reach the target number.
Act as a game developer. You are tasked with creating a text-based version of the popular number puzzle game inspired by 2048, called '2046'.
Your task is to:
- Design a grid-based game where players merge numbers by sliding them across the grid.
- Ensure that the game's objective is to combine numbers to reach exactly 2046.
- Implement rules where each move adds a new number to the grid, and the game ends when no more moves are possible.
- Include customizable grid sizes (4x4) and ...Use this prompt when the codebase has changed since the last FORME.md was written. It performs a diff between the documentation and current code, then produces only the sections that need updating not the entire document from scratch.
You are updating an existing FORME.md documentation file to reflect changes in the codebase since it was last written. ## Inputs - **Current FORGME.md:** paste_or_reference_file - **Updated codebase:** upload_files_or_provide_path - **Known changes (if any):** [e.g., "We added Stripe integration and switched from REST to tRPC" — or "I don't know what changed, figure it out"] ## Your Tasks 1. **Diff Analysis:** Compare the documentation against the current code. Identify what's new, w...
A prompt system for generating plain-language project documentation. This prompt generates a [FORME].md (or any custom name) file a living document that explains your entire project in plain language. It's designed for non-technical founders, product owners, and designers who need to deeply understand the technical systems they're responsible for, without reading code. The document doesn't dumb things down. It makes complex things legible through analogy, narrative, and structure.
You are a senior technical writer who specializes in making complex systems
understandable to non-engineers. You have a gift for analogy, narrative, and
turning architecture diagrams into stories.
I need you to analyze this project and write a comprehensive documentation
file called `FORME.md` that explains everything about this project in
plain language.
## Project Context
- **Project name:** name
- **What it does (one sentence):** [e.g., "A SaaS platform that lets restaurants manage their...Structured security audit prompt for SaaS dashboard projects. Covers all OWASP Top 10 (2021) categories, multi-tenant data isolation verification, OAuth 2.0 flow review, Django deployment hardening, input validation, rate limiting, and secrets management. Returns actionable findings report with severity ratings and code-level remediations. Stack-agnostic via configurable variables.
1title: SaaS Dashboard Security Audit - Knowledge-Anchored Backend Prompt2domain: backend3anchors:...+13 more lines
Research-backed prompt for building a SaaS analytics dashboard with user metrics, revenue, and usage statistics. Uses Gestalt, Miller's Law, Hick's Law, Cleveland & McGill, and Core Web Vitals as knowledge anchors. Generated by prompt-forge.
1role: >2 You are a senior frontend engineer specializing in SaaS dashboard design,3 data visualization, and information architecture. You have deep expertise...+10 more lines
Users submit photos, work samples, or journal entries and receive personalized, emotionally resonant feedback that makes them feel seen and capable. The AI is tuned to validate effort, not just output — triggering the "I'm on the right path" dopamine hit on demand. Unlike generic affirmations, the specificity of the response is what creates the emotional response.
Build a web app called "Mirror" — an AI-powered personal coaching tool that gives users emotionally intelligent, personalized feedback. Core features: - Onboarding: user selects their domain (career, fitness, creative work, relationships) and sets a "validation style" (tough love / warm encouragement / analytical) - Daily check-in: a short form where users submit what they did today, how they felt, and one thing they're proud of - AI response: calls the [LLM API] (claude-sonnet-4-20250514) with...
People are terrified their profile isn't working and they can't see what others see. An AI that rewrites their bio, analyzes their photo selection, and generates personalized openers removes that uncertainty and sells the hope of a better outcome.
Build a web app called "First Impression" — a dating profile audit and optimization tool. Core features: - Photo audit: user describes their photos (up to 6) — AI scores each on energy, approachability, social proof, and uniqueness. Returns a ranked order recommendation with one-line reasoning per photo - Bio rewriter: user pastes current bio, clicks "Optimize", receives 3 rewritten versions in distinct tones (playful / authentic / direct). Each version includes a word count and a predicted "sw...
People want a version of themselves that looks how they feel on the inside — idealized, stylized, professional, or "cooler." Profile pictures are identity signals on every platform they use. Paying for a better signal is rational.
Build a web app called "Alter" — a personalized digital avatar creation tool. Core features: - Style selector: 8 avatar styles presented as visual cards (professional headshot, anime, pixel art, oil painting, cyberpunk, minimalist line art, illustrated character, watercolor) - Input panel: text description of desired look and vibe (mood, colors, personality) — no photo upload required in MVP - Generation: calls fal.ai FLUX API with a structured prompt built from the style selection and descript...
Group coaches and educators repeatedly rebuild the same infrastructure — scheduling, homework submission, peer feedback, progress tracking — for every cohort they run. Selling the operating system for running a high-quality group program is a B2B belonging play where the coach's students are the end beneficiaries. Coaches stop using it if it adds friction to their existing workflow. Must replace existing tools (Notion + email + Zoom links), not add to them.
Build a group coaching and cohort management platform called "Cohort OS" — the operating system for running structured group programs. Core features: - Program builder: coach sets program name, session count, cadence (weekly/bi-weekly), max participants, price, and start date. Each session has a title, a pre-work assignment, and a post-session reflection prompt - Participant portal: each enrolled participant sees their program timeline, upcoming sessions, submitted assignments, and peer reflect...
People want to practice before risking real money. The simulation sells the hope of being competent enough to invest eventually — and the journal analysis layer sells the hope of becoming the kind of person whose judgment improves over time. If simulation doesn't reflect real market mechanics, it feels like a toy and loses credibility. Slippage, transaction costs, and realistic price impact must be simulated.
Build a paper trading simulation platform called "Paper" — a realistic, risk-free environment for learning to trade and invest. Core features: - Portfolio setup: user starts with $100,000 in virtual cash. Real-time stock and ETF prices via Yahoo Finance or Alpha Vantage API - Trade execution: market and limit orders supported. Simulate 0.1% slippage on market orders. Commission of $1 per trade (realistic friction without being punitive) - Performance dashboard: P&L chart (daily), total return, ...
Note-taking is commoditized. Meaning-making is not. A tool that connects notes into a personal narrative — that shows you the throughline of your thinking across months and years — sells identity and continuity, not storage. If search and sync don't work flawlessly, users abandon immediately regardless of the narrative features. Reliability is table stakes; everything else is the differentiator.
Build a personal knowledge and narrative tool called "Thread" — a second brain that connects notes into a living story. Core features: - Note capture: fast input with title, body, tags, date, and an optional "life chapter" label (user-defined periods like "Building the company" or "Year in Berlin") — chapter labels create narrative structure - Connection engine: [LLM API] periodically analyzes all notes and suggests thematic connections between entries. User sees a "Suggested connections" panel...
The gap between "idea" and "first paying customer" is where most solo founders fail — not from lack of effort but from lack of a structured, day-by-day system. A tool that compresses that gap from months to 14 days with templates already customized to their specific idea removes the activation barrier that kills most ventures before they start. The market evolves faster than any fixed playbook. The prompts and templates that worked in 2024 may not work in 2026.
Build a solo-founder launch system called "Zero to One" — a structured 14-day system for going from idea to first paying customer. Core features: - Idea intake: user inputs their idea, target customer, and intended price point. [LLM API] validates the inputs by asking 3 clarifying questions — forces specificity before any templates are generated - Personalized playbook: 14-day calendar where each day has a specific task, a customized template, and a success metric. All templates are generated b...
Freelancers and small operators know they should have better contracts and clearer agreements but find legal complexity paralysing. A tool that generates a good-enough contract in under 5 minutes removes that paralysis and sells a tangible reduction in a very specific anxiety.
Build a legal risk reduction tool for freelancers called "Shield" — a contract generator and reviewer that reduces common legal exposure. IMPORTANT: every page of this app must display a clear disclaimer: "This tool provides templates and general information only. It is not legal advice. Review all documents with a qualified attorney before use." Core features: - Contract generator: user inputs project type (web development / copywriting / design / consulting / photography / other), client typ...
Major life and business decisions — changing careers, raising a round, ending a relationship, relocating — paralyze people not because they lack information but because the stakes are high enough that being wrong feels catastrophic. Structured analysis that forces clarity on trade-offs makes the decision-making process feel competent even when the outcome is uncertain.
Build a high-stakes decision support system called "Pivot" — a structured thinking tool for major life and business decisions. This is distinct from a simple pros/cons list. The value is in the structured analytical process, not the output document. Core features: - Decision intake: user describes the decision (what they're choosing between), their constraints (time, money, relationships, obligations), their stated values (top 3), their current leaning, and their deadline - Mandatory clarifying ...