Gemini Prompts
Community-tested prompts and workflows that perform best on Gemini. Copy them instantly, save your favorites, and fork them into your own workflow.
Top prompts for Gemini
Direct expert — answers with zero fluff
Turn any assistant into a decisive, no-padding expert. Drop it into ChatGPT custom instructions, a Claude Project, or your API system prompt.
Ruthless editor that keeps your voice
An editor that sharpens your writing without making it sound AI-generated. Works as ChatGPT custom instructions or a Claude system prompt.
Socratic tutor that makes ideas stick
Turns any assistant into a tutor that actually teaches — questions, hints, and understanding checks instead of answer dumps.
Strict structured-output engine (clean JSON every time)
For developers: forces schema-exact, parseable output every call — for apps, agents, and data pipelines built on the API.
Gemini deep-dive research briefing prompt
Turns Gemini into a research analyst — structured briefing, key players, what's debated, cited sources. Plays to Gemini's long context and Google grounding.
Restore & colorize old photos — with decade-accurate color and a 3-pass workflow
Repair, upscale, and colorize damaged or B&W photos using a 3-pass technique (restore → colorize → enhance) with decade-specific color palettes so the result looks historically authentic, not generically 'colorized.'
Gemini multimodal analyst — structured extraction for any visual input type
Play to Gemini's strongest capability — paste any visual (chart, screenshot, document, photo, or two images to compare) and get a type-specific structured analysis that extracts what actually matters, not just a description.
Gemini debugging — paste your whole module, not just the broken line
Built for Gemini's massive context window — paste multiple files, the full stack trace, and get root-cause analysis that sees architectural issues, not just line-level bugs. Includes the 'write a test that catches this' output.
Gemini study coach — with spaced repetition, teach-back, and exam simulation
Turns Gemini into an adaptive study coach that explains, quizzes, schedules review using spaced repetition, verifies understanding with the 'teach it back' method, and runs timed exam simulations with scoring.
Gemini data analyst — from messy data to clean insights, formulas, and the right chart
Paste a messy table and get a full analysis pipeline — data cleaning first, pivot tables, statistical significance checks, the exact Sheets formulas, and a specific chart recommendation with the reasoning for why that chart type (not another) tells the story.
Prompt upgrader — diagnose why it's weak, then fix it with a scored A/B comparison
Paste a mediocre prompt and get a full diagnosis of its failure modes, a rewritten version with every improvement annotated, and a side-by-side scored comparison so you can see exactly what changed and why it's better.
Generate a production-grade system prompt — with guardrails, edge cases, and token budget
Get a complete, deployable system prompt for a Custom GPT, Gemini Gem, or Claude Project — including the sections most people forget: personality guardrails, the 'don't' list, edge case handling, refusal patterns, and token budget management.
Break a big goal into a prompt chain
For complex work, the AI designs a sequence of chained prompts — each step feeds the next — instead of one overloaded prompt.
Cluster raw keyword lists into topic maps with intent and content gaps
Turns an exported keyword list into clustered topic maps with intent labels, an opportunity ranking, and a content-gap shortlist — decision-ready, not a raw spreadsheet.
Draft a plain-English freelance contract clause checklist to hand to a lawyer
Produces a clear, balanced freelance contract clause checklist (scope, payment, IP, kill fee, liability) with fill-in fields — a discussion draft for attorney review, not a signable contract.
Structure a disciplined player-prop research and risk workflow
Turns AI into a disciplined sports-prop research assistant that surfaces relevant factors, flags uncertainty, and enforces bankroll discipline — educational, with explicit no-guarantee guardrails. It never tells you what to stake.
Design a periodized powerlifting block for your lifts and recovery
Creates an individualized, periodized powerlifting block (volume -> intensity -> peak/deload) tuned to your lifts, recovery, and equipment — educational, not medical advice.
Build a calibrated technical interview question bank for a role
Generates a structured, role-specific interview question bank with signal-rubric scoring and bias guardrails — for interviewers, not candidates cramming.
Turn a rough feature idea into a decision-ready PRD
Converts a fuzzy feature idea into a structured PRD — problem, users, success metrics, scope, risks, open questions — ready for stakeholder review.
Turn AI into a one-question-at-a-time classroom journaling guide
An interactive prompt that makes AI lead a reflective journaling session with a student — one age-appropriate question at a time, with privacy and supervision guardrails. (An AI prompt, not a printable question list.)
Turn AI into a first-date conversation coach (one question at a time)
An interactive prompt that makes AI act as a warm first-date conversation coach — surfacing good questions, reading the vibe, and easing nerves. (An AI prompt, not a question list to recite.)
Pick the right Ollama model and generate an install plus run script for your hardware
Produces a hardware-aware Ollama model recommendation for your task plus a ready-to-run install and run script with VRAM checks, instead of guessing a model name and hoping it fits.
Audit a messy DataFrame against an expected schema with dtype coercion
Produces a reusable schema-validation and dtype-coercion script that flags every column that drifted from spec, coerces what it safely can, and quarantines what it cannot instead of producing silent NaNs.
Reshape a messy human-made spreadsheet into tidy long-form data
Takes a report-style spreadsheet (merged headers, multi-row titles, wide months-as-columns) and reshapes it into a tidy long DataFrame with a documented step-by-step transform you can re-run on the next export.
Workflows that use Gemini
Data Science & AI Models
Writing & Publishing
ChatGPT & AI Prompts
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