Topic

Coding AI prompts

19 coding prompts for ChatGPT, Claude and Gemini, each published with the real output it produced, what to fill in, and when not to use it.

Plan a feature as commit-sized steps before an agent codes itDevelopers handing a multi-day feature to Claude Code, Codex or Cursor who want reviewable steps instead of…#claude-code #ai-agents #coding · Claude
Triage profiler output and pick the one fix worth trying firstDevelopers with a slow endpoint or job and a profile in hand, who need to know where the next hour of…#coding #debugging #data-analysis · Claude
Explain inherited legacy code before you have to change itDevelopers who inherited code with no docs and no original author, and have a concrete change to make soon.#coding #refactoring #learning · Claude
Review gate for a coding agent's diff before you merge itAnyone merging changes written by Claude Code, Codex, Cursor or Copilot agents, especially after long…#ai-agents #code-review #testing · Claude
Write an MCP tool description a model will actually pick rightDevelopers building MCP servers or agent tools who see models calling the wrong tool or inventing arguments.#ai-agents #prompt-engineering #coding · Claude
Review a REST API design before any client depends on itBackend and full-stack developers about to ship an API that mobile apps or third parties will call and that…#coding #web-development #code-review · Claude
Turn a rough request into a task spec a coding agent can runDevelopers and PMs delegating features to Claude Code, Codex or background agents who want fewer wrong turns…#ai-agents #product-management #coding · Claude
Code review with a blocker/major/minor severity rubricSolo developers without a reviewer, or teams wanting a first-pass review that separates real bugs from style…#coding #code-review #debugging · Claude
Explain-then-edit protocol for Claude Code and Codex tasksDevelopers using Claude Code, Codex or Cursor on code they care about, who want to catch a wrong plan before…#claude-code #ai-agents #coding · Claude
Build and test a regex against your own match examplesAnyone writing a regex for validation or extraction who wants proof it handles their real examples, not just…#coding #testing #productivity · Claude
Have a coding agent write handoff notes before you stopClaude Code, Codex and Cursor users whose sessions run out of context, get interrupted, or pass work between…#claude-code #ai-agents #productivity · Claude
Write characterization tests for untested code before a refactorDevelopers inheriting untested functions who need a safety net before refactoring or fixing them.#coding #testing #refactoring · Claude
Write a commit message and PR description from a diffDevelopers who want clean commit history and reviewable PRs without spending ten minutes writing them by hand.#coding #code-review #writing · Claude
Speed up a slow SQL query from its EXPLAIN ANALYZE planBackend developers and analysts with one slow Postgres or MySQL query and the plan to go with it.#coding #data-analysis #web-development · Claude
Find the root cause of a bug before writing any fixDevelopers stuck on a bug where the obvious patch didn't work, or who want to understand the failure before…#coding #debugging #testing · Claude
Generate a CLAUDE.md or AGENTS.md file for your repositoryTeams using Claude Code, Codex or Cursor who are tired of correcting the same agent mistakes in every session.#ai-agents #claude-code #coding · Claude
Refactor legacy code behind a characterization test gateDevelopers asking an agent to clean up tangled code where any behavior change, even an improvement, would be…#refactoring #testing #ai-agents · Claude
Compare two coding agents' attempts at the same task and pick oneDevelopers who run the same task through two agents or two attempts (best-of-n) and need a fair, fast way to…#ai-agents #code-review #coding · Claude
Security review of a code snippet with exploit-level detailDevelopers shipping web endpoints who want a focused security pass on specific handlers before release or…#coding #code-review #web-development · Claude

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