1. Home
  2. Coding & data

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.
Fill and adapt Have it ask backFence off the inputConstraints
Extract API Specification Table from Code
Organize endpoints, request parameters, and responses into a structured table.
Fill and adapt 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
Fill and adapt Give contextPin down the taskConstraints
Clear Bug Report with Reproduction Steps
Turn vague user bug reports into developer-ready issue tickets.
Ready to use Specify the output formatConstraintsFence off the input
Standardized Code Comments and Documentation
Standardize comment formats tailored for future maintainers
Ready to use Show an exampleConstraintsFence off the input
Prioritized Code Review by Severity
Get actionable code feedback sorted by severity when working solo
Fill and adapt Assign a roleSelf-checkSpecify the output format
Code Translation & Language Difference Checker
Translate code to another language with idiom and syntax diffs.
Ready to use Pin down the taskFence off the inputSpecify the output format
LeetCode Hints Without Full Solutions
Get progressive hints for coding problems without spoiling the solution.
Ready to use Assign a roleThink step by stepConstraints
Write Git Commit Messages from Code Diffs
Generate team-standard commit messages explaining why changes were made.
Ready to use Show an exampleConstraintsSpecify the output format
Database Schema Design from Requirements
Turns your feature requirements into a structured relational schema.
Multi-step ChainingHave it ask backSpecify the output format
Debug Error Messages & Find Fixes
Pinpoint likely causes and an action-oriented check sequence from pasted errors.
Ready to use Give contextThink step by stepFence off the input
Excel Macro for Repetitive Tasks
Turn your manual spreadsheet clean-up into reliable VBA code.
Fill and adapt Pin down the taskThink step by stepConstraints
Excel Formula Builder and Error Fixer
Turn plain English calculation requirements into accurate Excel formulas.
Fill and adapt Give contextAsk for revisionsSpecify the output format
Fix Messed-Up Git State with Safe Commands
Share your current Git status to get only safe, step-by-step recovery commands.
Ready to use Give contextHave it ask backConstraints
Mapping Execution Flow in Unfamiliar Codebases
Trace execution paths step by step from directory structure to entry points.
Multi-step ChainingThink step by stepFence off the input
Establish Clean-up Rules for Messy Tabular Data
Standardize inconsistent table columns systematically before changing values.
Multi-step ChainingSelf-checkShow an example
Variable and Function Naming Candidates
Describe what your code does and compare naming options before choosing.
Ready to use Show an exampleSpecify the output formatConstraints
Identifying Bottlenecks in Slow Code
Pinpoints performance bottlenecks with evidence in priority order.
Fill and adapt Assign a roleThink step by stepFence off the input
Clear Pull Request Description
Write a clear PR description with context and review focus areas.
Ready to use 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
Multi-step Have it ask backChainingGive context
GitHub README Generator for New Developers
Draft an onboarding-ready README with step-by-step setup guides.
Ready to use Give contextSpecify the output formatAsk for revisions
Refactor Long Functions into Smaller Modules
Break down bulky code into clean, readable functions without altering behavior.
Fill and adapt Assign a rolePin down the taskAsk for revisions
Custom Regex Pattern Generator
Generate accurate regular expressions using positive and negative examples.
Ready to use 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
Ready to use Think step by stepSpecify the output formatFence off the input
Pre-Deployment Security Checklist Generator
Generate a practical security checklist tailored to your stack.
Multi-step Assign a roleChainingSelf-check
Google Sheets Formula and QUERY Builder
Generate dynamic Google Sheets formulas and QUERY functions based on your data structure.
Fill and adapt 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.
Ready to use Assign a roleGive contextSpecify the output format
Convert Plain Text Requirements into SQL
Generate accurate aggregation queries by providing schema details.
Fill and adapt Have it ask backGive contextFence off the input
Technical Concept Explanations for Non-Engineers
Translate complex tech jargon into tailored, relatable analogies.
Ready to use Assign a roleAsk for revisionsConstraints
Comprehensive Unit Test Suite Generator
Generate structured unit tests covering happy path, edge, and error cases.
Ready to use Pin down the taskSpecify the output formatSelf-check

Also useful in this situation

10
Formulating Hypotheses and Planning Validation
Turn vague assumptions into testable hypotheses and concrete experiments
Planning & analysis Multi-step ChainingThink step by stepSpecify the output format
Pre-Launch Risk Assessment Checklist
Catch overlooked pre-launch risks before they derail your timeline.
Planning & analysis Ready to use Assign a roleSpecify the output formatShow an example
One-Page Major Glossary
Organize lecture terms into definitions, plain analogies, and tricky pairs.
Study & research Ready to use Fence off the inputSpecify the output formatConstraints
NPC Dialogue & Choice Branch Generator
Create distinct NPC lines and branching player choices simultaneously.
Creative Ready to use Assign a roleShow an exampleSpecify the output format
Write Portfolio Project Description Paragraphs
Craft impact-driven project summaries highlighting problem, role, and outcome.
HR & career Fill and adapt Assign a roleGive contextSpecify the output format
Pre-Mortem Failure Scenarios Analysis
Anticipate project risks by imagining why it might fail before launch
Planning & analysis Ready to use Assign a roleThink step by stepGive context
Interpreting Statistical Tables in Plain English
Translate statistical outputs, p-values, and coefficients into clear sentences.
Study & research Ready to use Fence off the inputThink step by stepConstraints
3-Line Key Takeaways from Data Tables
Turn raw table numbers into meaningful insights and concrete next actions.
Planning & analysis Ready to use Fence off the inputSpecify the output formatConstraints
Technical Mock Interview with Follow-up Questions
Explain technical concepts in your own words to uncover knowledge gaps.
HR & career Fill and adapt Assign a roleThink step by stepSelf-check
Consistent Icon Set Generator
Maintain visual consistency across multiple icons
Image, video & audio Fill and adapt Pin down the taskSpecify the output formatConstraints

Other situations

Work writingPlanning & analysisMarketing & contentHR & careerStudy & researchTeachingDaily life & small businessImage, video & audioCreative