6 prompts

Coding AI Prompts

Every coding prompt in the library — tested, copy-ready, and tagged with the model it works best on. Free to use in personal or commercial work.

ChatGPTCoding

SQL Query Explainer

Understanding or debugging unfamiliar queries. Ideal when you inherit a legacy codebase, review a teammate's pull request, or hit a slow query you did not write. Asking for a plain-English walkthrough before the optimisation notes means you understand the intent first, so you can tell a genuine bug from a deliberate design decision.

Explain what this SQL query does in plain English, step by step, then flag any potential performance issues or bugs. [PASTE SQL]…

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ClaudeCoding

Code Review Pass

Pre-review pass before submitting a pull request

Review this code as a senior engineer doing a PR review. Flag: (1) bugs or edge cases, (2) readability issues, (3) any security co…

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ClaudeCoding

What RAG Actually Does

RAG (Retrieval-Augmented Generation) retrieves the most relevant passages from your documents and injects them into the prompt before the model answers.

Answer the question below using ONLY the provided context. If the context doesn't contain the answer, say "Not found in the provid…

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ChatGPTCoding

Chunking: Why Split Size Matters

Documents are split into chunks before embedding.

Split this document into retrieval-ready chunks. Rules: each chunk 200-400 words, never split mid-paragraph, prepend each chunk wi…

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ChatGPT / ClaudeCoding

Custom GPTs & Claude Projects

Both ChatGPT (Custom GPTs) and Claude (Projects) let you upload documents and set standing instructions — a no-code RAG setup.

You are the internal support assistant for [company]. Answer questions using the uploaded documents as your only source of truth. …

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ClaudeCoding

Writing Docs That Retrieve Well

Retrieval quality starts with document quality.

Restructure this document for AI retrieval: break it into sections with descriptive question-style headings, one topic per section…

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