api-pagination

aj-geddes/useful-ai-prompts · updated Apr 8, 2026

$npx skills add https://github.com/aj-geddes/useful-ai-prompts --skill api-pagination
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summary

Implement scalable pagination strategies for handling large datasets with efficient querying, navigation, and performance optimization.

skill.md

API Pagination

Table of Contents

Overview

Implement scalable pagination strategies for handling large datasets with efficient querying, navigation, and performance optimization.

When to Use

  • Returning large collections of resources
  • Implementing search results pagination
  • Building infinite scroll interfaces
  • Optimizing large dataset queries
  • Managing memory in client applications
  • Improving API response times

Quick Start

Minimal working example:

// Node.js offset/limit implementation
app.get('/api/users', async (req, res) => {
  const page = parseInt(req.query.page) || 1;
  const limit = Math.min(parseInt(req.query.limit) || 20, 100); // Max 100
  const offset = (page - 1) * limit;

  try {
    const [users, total] = await Promise.all([
      User.find()
        .skip(offset)
        .limit(limit)
        .select('id email firstName lastName createdAt'),
      User.countDocuments()
    ]);

    const totalPages = Math.ceil(total / limit);

    res.json({
      data: users,
      pagination: {
        page,
        limit,
        total,
        totalPages,
        hasNext: page < totalPages,
// ... (see reference guides for full implementation)

Reference Guides

Detailed implementations in the references/ directory:

Guide Contents
Offset/Limit Pagination Offset/Limit Pagination
Cursor-Based Pagination Cursor-Based Pagination
Keyset Pagination Keyset Pagination
Search Pagination Search Pagination
Pagination Response Formats Pagination Response Formats
Python Pagination (SQLAlchemy) Python Pagination (SQLAlchemy)

Best Practices

✅ DO

  • Use cursor pagination for large datasets
  • Set reasonable maximum limits (e.g., 100)
  • Include total count when feasible
  • Provide navigation links
  • Document pagination strategy
  • Use indexed fields for sorting
  • Cache pagination results when appropriate
  • Handle edge cases (empty results)
  • Implement consistent pagination formats
  • Use keyset for extremely large datasets

❌ DON'T

  • Use offset with billions of rows
  • Allow unlimited page sizes
  • Count rows for every request
  • Paginate without sorting
  • Change sort order mid-pagination
  • Use deep pagination without cursor
  • Skip pagination for large datasets
  • Expose database pagination directly
  • Mix pagination strategies
  • Ignore performance implications

Discussion

Product Hunt–style comments (not star reviews)
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general reviews

Ratings

4.528 reviews
  • Chaitanya Patil· Dec 24, 2024

    Useful defaults in api-pagination — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Hana Farah· Dec 24, 2024

    Useful defaults in api-pagination — fewer surprises than typical one-off scripts, and it plays nicely with `npx skills` flows.

  • Piyush G· Nov 15, 2024

    api-pagination is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Hana Chawla· Nov 15, 2024

    api-pagination is among the better-maintained entries we tried; worth keeping pinned for repeat workflows.

  • Arjun Singh· Nov 7, 2024

    Solid pick for teams standardizing on skills: api-pagination is focused, and the summary matches what you get after install.

  • Michael Park· Oct 26, 2024

    api-pagination has been reliable in day-to-day use. Documentation quality is above average for community skills.

  • Shikha Mishra· Oct 6, 2024

    Keeps context tight: api-pagination is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Michael Chen· Oct 6, 2024

    Keeps context tight: api-pagination is the kind of skill you can hand to a new teammate without a long onboarding doc.

  • Hiroshi Reddy· Sep 25, 2024

    We added api-pagination from the explainx registry; install was straightforward and the SKILL.md answered most questions upfront.

  • Fatima Rao· Sep 17, 2024

    api-pagination fits our agent workflows well — practical, well scoped, and easy to wire into existing repos.

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