Prompts

Check a SQL query for what it actually does before running it

Explains a query in plain language and flags anything destructive or unbounded. Use it before you run something you did not write against a real…

Turn internal release notes into a customer-facing changelog

Filters engineering-facing release notes down to what a customer cares about. Internal-only changes get dropped and not translated.

Draft three subject lines for an email and say which you would send

Produces three truly different subject line approaches in place of three small rewordings, then picks one and gives its reason so the choice does not…

Name the assumptions in a plan before you commit to it

Reads a written plan and lists what it quietly assumes without saying so, so you can check those assumptions before they turn into failures.

Write a pull request description from a diff

Turns a raw diff into a PR description a reviewer can use: what changed, why, and what to check. It does not restate the diff line by line.

Turn a vague bug report into concrete reproduction steps

Takes an unstructured user report and produces a numbered sequence an engineer can follow, with anything the report does not specify marked.

Audit a prompt for injection risk

Reviews your own system prompt the way an attacker would read it, and points to the exact sentence that gives something away.

Tested on Claude Sonnet · May 2026

Debug from a stack trace

Works from the trace and the relevant source to name the most likely cause, with the check that would confirm it.

Turn a vague request into a written brief

Takes a one-line request from a colleague or client and returns the questions that have to be answered before work starts.

Rewrite an error message for humans

Turns a technical error into one a non-technical user can act on, without inventing a cause the log does not support.

Write a SQL query from a plain question

Produces one query against a schema you provide, and asks a question instead of guessing when the schema is ambiguous.

Translate while keeping terminology fixed

Translates text while leaving a named glossary of terms untouched - useful for documentation and interfaces.

Image prompt skeleton

A fill-in structure for image models that keeps subject, environment, light, lens and style in the order the models weight them.

Explain this code to a new maintainer

Explains what a file does, why it is shaped that way, and where the traps are - aimed at someone about to change it.

Summarise a meeting transcript into decisions and actions

Extracts decisions, owners and open questions from a raw transcript, and refuses to invent an owner where the transcript does not name one.

Technical SEO audit of a single page

Audits one page from its actual HTML, ranks findings by impact, and marks what it cannot verify without a crawler.

Strict code review of a diff

A review prompt that reports only what would break in production, gives the smallest fix for each finding, and is allowed to say the diff is fine.

Rewrite a product description for a specific audience

Rewrites shop copy to a fixed length and audience while keeping the technical specifications exactly as given.

Extract structured data as JSON

A strict extraction prompt that returns valid JSON only, with nulls for missing fields instead of invented values.