https://github.com/google-labs-code/jules-awesome-list

Some awesome prompts for Jules Agent
https://github.com/google-labs-code/jules-awesome-list

Last synced: 4 months ago
JSON representation

Some awesome prompts for Jules Agent

Host: GitHub
URL: https://github.com/google-labs-code/jules-awesome-list
Owner: google-labs-code
Created: 2025-05-17T22:49:18.000Z (about 1 year ago)
Default Branch: main
Last Pushed: 2025-05-21T04:01:04.000Z (about 1 year ago)
Last Synced: 2026-01-30T01:25:00.084Z (4 months ago)
Homepage:
Size: 710 KB
Stars: 2,761
Watchers: 77
Forks: 484
Open Issues: 50
Metadata Files:
- Readme: README.md
- Contributing: contributing.md

Awesome Lists containing this project

awesome-starred - google-labs-code/jules-awesome-list - Some awesome prompts for Jules Agent (Others)
awesome - google-labs-code/jules-awesome-list - Some awesome prompts for Jules Agent (miscellaneous)

README

          


  





  Awesome Jules Prompts 🌟

  Curated prompts for Jules, an async coding agent from Google Labs.

  


  Visit Jules •

  Contribute



---

## 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)

ecosyste.ms

Data

Tools

Indexes

Applications

Experiments

Awesome

https://github.com/google-labs-code/jules-awesome-list

Awesome Lists containing this project

README

Awesome Jules Prompts 🌟