Spotify Wrapped for your AI coding prompts

How am I prompting?

One command reads every Claude Code, Codex, Cursor, Gemini, Copilot & Cline chat on your machine, scores how you prompt โ€” and your English โ€” then rewrites your worst prompts and coaches you to get better.

$ npx howamiprompting
๐Ÿ”’ 100% local๐Ÿ™… No sign-up๐Ÿง  Uses the AI you already have๐Ÿ’ธ Free & open source
Your prompting personalityYour prompting scoreFull report

Reads your history from

Claude CodeCodex CLICursorGemini CLIGitHub CopilotWindsurfAntigravityClineRoo CodeKilo CodeContinueOpenCodeAiderSpecStory+ any export

Everything you never knew
about how you prompt

Not a lint check. Your own AI reads a sample of your real prompts and writes you a coaching report.

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Your Wrapped

Prompts written, your AI crew, prime-time hour, catchphrases, rage moments โ€” and your prompting personality.

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A score on 6 skills

Clarity, context, specificity, structure, efficiency and English โ€” with what's dragging each one down.

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Prompt makeovers

Your worst real prompts, rewritten the way a senior engineer would write them. Copy, paste, learn.

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Honest English feedback

Your actual grammar mistakes, corrected, with a CEFR estimate. Judged on your prose โ€” never your code.

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Stop repeating yourself

Finds the instructions you type every session and turns them into a CLAUDE.md, AGENTS.md or Cursor rules file.

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Practice mode

Four timed mini-games built from your weak spots. No paste, no spell-check. Re-run monthly to watch your score climb.

Prompt makeovers
Makeovers

"fix the login its not working" โ†’ a prompt that works first time

Most wasted agent turns come from prompts that make the AI guess. See exactly which of yours do โ€” and how to rewrite them.

English

Grammar slips become ambiguous instructions

"why because the token is expire" costs you a turn. Get your real mistakes, the fix and the rule โ€” then practise.

English feedback

How it works

Scan, locally

Read-only scan of your AI tools' history folders. Only what you typed is kept โ€” replies, tool output and pasted code/logs are dropped. Keys, tokens and passwords are redacted.

Measure

Dozens of stats are computed on your machine: length, timing, one-word "ok"s, frustration, context-giving, repeated instructions, punctuation, grammar patterns.

Coach, with your own AI

A sample of ~180 prompts goes to the agent you already use โ€” Claude Code, Codex, Gemini CLI, your API key or local Ollama โ€” and your report opens in the browser.

Privacy

Your prompts never touch our servers.

There is no account and no telemetry in the CLI. The deep analysis runs through your own AI login or key. Want zero network? Run npx howamiprompting --no-ai or use Ollama.

It's all open source โ€” read every line.

Share card

๐Ÿ† Leaderboard

Opt-in from the Share tab of your report. Only a nickname and scores are published.

#DevScorePersonaPromptsTools
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FAQ

Does it cost anything?

No. It's free and MIT-licensed. The analysis uses a little of your own Claude Code / Codex / Gemini quota (a few calls), or nothing at all with --no-ai or Ollama.

What do I need installed?

Node.js 18.17+. For the deep analysis: Claude Code, Codex CLI, Gemini CLI, an Anthropic/OpenAI/OpenRouter API key, or Ollama. Cursor history needs Node 22.5+ or the sqlite3 command (built into macOS).

Is it only about English?

No โ€” English is one of six skills. The others are clarity, context, specificity, structure and efficiency: the things that decide whether your agent gets it right first time.

My tool isn't supported

Run npx howamiprompting --include my-export.md with any Markdown/JSON/text export, and open an issue so we add a collector.

Where is my data stored?

Only on your machine, in ~/.howamiprompting/ (your past scores, so you can track progress). Delete the folder any time.

Ready to find out?

$ npx howamiprompting

โญ Star on GitHub
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Made by

Avijit Sarkar

Founder from Kolkata, building SaaS products like GoDial and HyperScreenshot. I talk to Claude Code and Codex all day and wanted to know if I was any good at it โ€” so I built the tool I wished existed.

avijitsarkar.com โ†’