By situation

Coding & data

code review, SQL, regex, debugging · 30

Code review, error fixing, SQL and regex, test code, commit messages, spreadsheet formulas and automation scripts. Not only for developers: office workers wrestling with Excel and students learning to code will find prompts here too.

Technique

API Integration Code Generator from Docs

Paste API documentation to get fully authenticated, working code.

3 blanks Have it ask backFence off the inputConstraints

Extract API Specification Table from Code

Organize endpoints, request parameters, and responses into a structured table.

3 blanks Pin down the taskSpecify the output formatFence off the input

Automate Google Sheets with Apps Script

Automate repetitive Google Sheets and email workflows using code

3 blanks Give contextPin down the taskConstraints

Clear Bug Report with Reproduction Steps

Turn vague user bug reports into developer-ready issue tickets.

3 blanks Specify the output formatConstraintsFence off the input

Standardized Code Comments and Documentation

Standardize comment formats tailored for future maintainers

3 blanks Show an exampleConstraintsFence off the input

Prioritized Code Review by Severity

Get actionable code feedback sorted by severity when working solo

3 blanks Assign a roleSelf-checkSpecify the output format

LeetCode Hints Without Full Solutions

Get progressive hints for coding problems without spoiling the solution.

3 blanks Assign a roleThink step by stepConstraints

Code Translation & Language Difference Checker

Translate code to another language with idiom and syntax diffs.

3 blanks Pin down the taskFence off the inputSpecify the output format

Write Git Commit Messages from Code Diffs

Generate team-standard commit messages explaining why changes were made.

2 blanks Show an exampleConstraintsSpecify the output format

Database Schema Design from Requirements

Turns your feature requirements into a structured relational schema.

3 blanks ChainingHave it ask backSpecify the output format

Debug Error Messages & Find Fixes

Pinpoint likely causes and an action-oriented check sequence from pasted errors.

3 blanks Give contextThink step by stepFence off the input

Excel Formula Builder and Error Fixer

Turn plain English calculation requirements into accurate Excel formulas.

3 blanks Give contextAsk for revisionsSpecify the output format

Excel Macro for Repetitive Tasks

Turn your manual spreadsheet clean-up into reliable VBA code.

3 blanks Pin down the taskThink step by stepConstraints

Fix Messed-Up Git State with Safe Commands

Share your current Git status to get only safe, step-by-step recovery commands.

2 blanks Give contextHave it ask backConstraints

Mapping Execution Flow in Unfamiliar Codebases

Trace execution paths step by step from directory structure to entry points.

3 blanks ChainingThink step by stepFence off the input

Establish Clean-up Rules for Messy Tabular Data

Standardize inconsistent table columns systematically before changing values.

3 blanks ChainingSelf-checkShow an example

Variable and Function Naming Candidates

Describe what your code does and compare naming options before choosing.

3 blanks Show an exampleSpecify the output formatConstraints

Identifying Bottlenecks in Slow Code

Pinpoints performance bottlenecks with evidence in priority order.

3 blanks Assign a roleThink step by stepFence off the input

Clear Pull Request Description

Write a clear PR description with context and review focus areas.

3 blanks Assign a roleGive contextSpecify the output format

Build a Repetitive Task Automation Script in Python

Turn manual file sorting and data workflows into automated Python scripts

3 blanks Have it ask backChainingGive context

GitHub README Generator for New Developers

Draft an onboarding-ready README with step-by-step setup guides.

3 blanks Give contextSpecify the output formatAsk for revisions

Refactor Long Functions into Smaller Modules

Break down bulky code into clean, readable functions without altering behavior.

3 blanks Assign a rolePin down the taskAsk for revisions

Custom Regex Pattern Generator

Generate accurate regular expressions using positive and negative examples.

3 blanks Show an examplePin down the taskSpecify the output format

Deconstruct and Explain Complex Regular Expressions

Break down regex patterns symbol by symbol to understand their meaning

2 blanks Think step by stepSpecify the output formatFence off the input

Pre-Deployment Security Checklist Generator

Generate a practical security checklist tailored to your stack.

3 blanks Assign a roleChainingSelf-check

Google Sheets Formula and QUERY Builder

Generate dynamic Google Sheets formulas and QUERY functions based on your data structure.

3 blanks Give contextPin down the taskSpecify the output format

Clause-by-Clause SQL Query Explanation

Explains complex SQL queries step-by-step in logical order of execution.

2 blanks Assign a roleGive contextSpecify the output format

Convert Plain Text Requirements into SQL

Generate accurate aggregation queries by providing schema details.

3 blanks Have it ask backGive contextFence off the input

Technical Concept Explanations for Non-Engineers

Translate complex tech jargon into tailored, relatable analogies.

3 blanks Assign a roleAsk for revisionsConstraints

Comprehensive Unit Test Suite Generator

Generate structured unit tests covering happy path, edge, and error cases.

2 blanks Pin down the taskSpecify the output formatSelf-check

Also useful in this situation

10

Planning & analysis Multi-step

Formulating Hypotheses and Planning Validation

Turn vague assumptions into testable hypotheses and concrete experiments

3 blanks ChainingThink step by stepSpecify the output format

Image, video & audio Fill and adapt

Consistent Icon Set Generator

Maintain visual consistency across multiple icons

2 blanks Pin down the taskSpecify the output formatConstraints

Planning & analysis Ready to use

Pre-Launch Risk Assessment Checklist

Catch overlooked pre-launch risks before they derail your timeline.

3 blanks Assign a roleSpecify the output formatShow an example

Study & research Ready to use

One-Page Major Glossary

Organize lecture terms into definitions, plain analogies, and tricky pairs.

2 blanks Fence off the inputSpecify the output formatConstraints

Creative Ready to use

NPC Dialogue & Choice Branch Generator

Create distinct NPC lines and branching player choices simultaneously.

2 blanks Assign a roleShow an exampleSpecify the output format

HR & career Fill and adapt

Write Portfolio Project Description Paragraphs

Craft impact-driven project summaries highlighting problem, role, and outcome.

2 blanks Assign a roleGive contextSpecify the output format

Planning & analysis Ready to use

Pre-Mortem Failure Scenarios Analysis

Anticipate project risks by imagining why it might fail before launch

3 blanks Assign a roleThink step by stepGive context

Study & research Ready to use

Interpreting Statistical Tables in Plain English

Translate statistical outputs, p-values, and coefficients into clear sentences.

2 blanks Fence off the inputThink step by stepConstraints

Planning & analysis Ready to use

3-Line Key Takeaways from Data Tables

Turn raw table numbers into meaningful insights and concrete next actions.

3 blanks Fence off the inputSpecify the output formatConstraints

HR & career Fill and adapt

Technical Mock Interview with Follow-up Questions

Explain technical concepts in your own words to uncover knowledge gaps.

3 blanks Assign a roleThink step by stepSelf-check

Other situations

Work writing Planning & analysis Marketing & content HR & career Study & research Teaching Daily life & small business Image, video & audio Creative