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tools·2026
Issue Finder Case Study
Search millions of GitHub issues and repositories with powerful filters. Find good-first-issues, help-wanted tasks, and hidden open-source opportunities.
Situation
Finding the right open-source issue to contribute to is a common struggle for developers. GitHub's native search is powerful but can be overwhelming for newcomers, and there's no easy way to discover "good first issues" across multiple repositories at once. New contributors often spend more time searching for an issue to work on than actually contributing.
Task
I set out to build a search engine for GitHub issues that:
- Surfaces good-first-issues and help-wanted tasks from thousands of repositories.
- Provides powerful, intuitive filters (language, labels, repo stars, updated date).
- Delivers fast, relevant results with a clean interface.
Action
I built Issue Finder as a full-stack Next.js application with:
- Search Engine: Implemented a custom search layer over GitHub's API that indexes and caches issues, enabling fast filtered queries across millions of results.
- Advanced Filters: Built a comprehensive filtering system covering programming language, difficulty labels, repository popularity, and recency.
- Responsive UI: Designed a clean, minimal interface with Tailwind CSS that works seamlessly on desktop and mobile.
Result
- Discovery: Made thousands of open-source issues easily discoverable for developers of all skill levels.
- Usability: Reduced the time to find a relevant first issue from minutes to seconds.
- Adoption: Serves as a practical tool for the open-source community, helping lower the barrier to entry for new contributors.