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jules-awesome-list

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Some awesome prompts for Jules Agent

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contributing.md
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README.md

// repository documentation

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<div align="center">
 <h1>Awesome Jules Prompts 🌟</h1>
 Curated prompts for Jules, an async coding agent from Google Labs.
 
 <a href="https://jules.google.com">Visit Jules</a> •
 <a href="#contributing">Contribute</a>
</div>

---

## Table of Contents

- [Table of Contents](#table-of-contents)
- [Everyday Dev Tasks](#everyday-dev-tasks)
- [Debugging](#debugging)
- [Documentation](#documentation)
- [Testing](#testing)
- [Package Management](#package-management)
- [AI-Native Tasks](#ai-native-tasks)
- [Context](#context)
- [Fun \& Experimental](#fun--experimental)
- [Start from Scratch](#start-from-scratch)
- [Contributing](#contributing)

---

## Everyday Dev Tasks

- `// Refactor {a specific} file from {x} to {y}...`
 General-purpose, applies to any language or repo.

- `// Add a test suite...`
 Useful for repos lacking test coverage.

- `// Add type hints to {a specific} Python function...`
 Python codebases transitioning to typed code.

- `// Generate mock data for {a specific} schema...`
 APIs, frontends, or test-heavy environments.

- `// Convert these commonJS modules to ES modules...`
 JS/TS projects modernizing legacy code.

- `// Turn this callback-based code into async/await...`
 JavaScript or Python codebases improving async logic.

- `// Implement a data class for this dictionary structure...`
 Useful for Python projects moving towards more structured data handling with `dataclasses` or Pydantic.

## Debugging

- `// Help me fix {a specific} error...`
 For any repo where you're stuck on a runtime or build error.

- `// Why is {this specific snippet of code} slow?`
 Performance profiling for loops, functions, or queries.

- `// Trace why this value is undefined...`
 Frontend and backend JS/TS bugs.

- `// Diagnose this memory leak...`
 Server-side apps or long-running processes.

- `// Add logging to help debug this issue...`
 Useful when troubleshooting silent failures.

- `// Find race conditions in this async code`
 Concurrent systems in JS, Python, Go, etc.

- `// Add print statements to trace the execution flow of this Python script...`
 For debugging complex Python scripts or understanding unexpected behavior.

## Documentation

- `// Write a README for this project`
 Any repo lacking a basic project overview.

- `// Add comments to this code`
 Improves maintainability of complex logic.

- `// Write API docs for this endpoint`
 REST or GraphQL backends.

- `// Generate Sphinx-style docstrings for this Python module/class/function...`
 Ideal for Python projects using Sphinx for documentation generation.

## Testing

- `// Add integration tests for this API endpoint`
 Express, FastAPI, Django, Flask apps.

- `// Write a test that mocks fetch`
 Browser-side fetch or axios logic.

- `// Convert this test from Mocha to Jest`
 JS test suite migrations.

- `// Generate property-based tests for this function`
 Functional or logic-heavy code.

- `// Simulate slow network conditions in this test suite`
 Web and mobile apps.

- `// Write a test to ensure backward compatibility for this function`
 Library or SDK maintainers.

- `// Write a Pytest fixture to mock this external API call...`
 For Python projects using Pytest and needing robust mocking for testing.

## Package Management

- `// Upgrade my linter and autofix breaking config changes`
 JS/TS repos using ESLint or Prettier.

- `// Show me the changelog for React 19`
 Web frontend apps using React.

- `// Which dependencies can I safely remove?`
 Bloated or legacy codebases.

- `// Check if these packages are still maintained`
 Security-conscious or long-term projects.

- `// Set up Renovate or Dependabot for auto-updates`
 Best for active projects with CI/CD.

## AI-Native Tasks

- `// Analyze this repo and generate 3 feature ideas`
 Vision-stage or greenfield products.

- `// Identify tech debt in this file`
 Codebases with messy or fragile logic.

- `// Find duplicate logic across files`
 Sprawling repos lacking DRY practices.

- `// Cluster related functions and suggest refactors`
 Projects with lots of utils or helpers.

- `// Help me scope this issue so Jules can solve it`
 For working with Jules on real issues.

- `// Convert this function into a reusable plugin/module`
 Componentizing logic-heavy code.

- `// Refactor this Python function to be more amenable to parallel processing (e.g., using multiprocessing or threading)...`
 For optimizing performance in computationally intensive Python applications.

## Context

- `// Write a status update based on recent commits`
 Managerial and async communication.

- `// Summarize all changes in the last 7 days`
 Catching up after time off.

## Fun & Experimental

- `// Add a confetti animation when {a specific} action succeeds`
 Frontend web apps with user delight moments.

- `// Inject a developer joke when {a specific} build finishes`
 Personal projects or team tools.

- `// Build a mini CLI game that runs in the terminal`
 For learning or community fun.

- `// Add a dark mode Easter egg to this UI`
 Design-heavy frontend projects.

- `// Turn this tool into a GitHub App`
 Reusable, platform-integrated tools.

## Start from Scratch

- `// What's going on in this repo?`
 Great for legacy repos or onboarding onto unfamiliar code.

- `// Initialize a new Express app with CORS enabled`
 Web backend projects using Node.js and Express.

- `// Set up a monorepo using Turborepo and PNPM`
 Multi-package JS/TS projects with shared dependencies.

- `// Bootstrap a Python project with Poetry and Pytest`
 Python repos aiming for clean dependency and test setup.

- `// Create a starter template for a Chrome extension`
 Browser extension development.

- `// I want to build a web scraper—start me off`
 Data scraping or automation tools using Python/Node.

## Contributing

Your contributions are welcome! Add new prompts, fix formatting, or suggest categories.

- 📄 [Contributing Guide](contributing.md)
- 🪄 Open a [Pull Request](https://github.com/YOUR_REPO/pulls)

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