openclaw

Local-first GitHub issue and pull request crawler for maintainer triage

45
8
100% credibility
Found May 09, 2026 at 45 stars -- GitGems finds repos before they trend. Get early access to the next one.
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AI Analysis
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AI Summary

gitcrawl is a command-line tool for downloading GitHub issues and pull requests into a local database, clustering duplicates, and providing a terminal UI for maintainer triage.

How It Works

1
🔍 Discover gitcrawl

You hear about a simple tool that helps organize messy GitHub issues right on your computer, keeping everything private and fast.

2
📥 Get it set up

Download and run a quick setup command to connect your GitHub account so it knows which projects to watch.

3
🔄 Pull in your issues

Tell it your repo name, and it grabs all open issues and pull requests, saving them safely on your machine.

4
🧩 Group similar ones

Run a smart grouping command, and it automatically clusters related bugs and requests together.

5
📱 Open the easy view

Launch the colorful screen interface to see clusters sorted by size, with mouse clicks and keyboard shortcuts for everything.

6
Tidy up duplicates

Click to close groups, exclude outliers, or mark the best one as the main issue, adding quick notes why.

🎉 Inbox under control

Your GitHub issues are now neatly organized into clusters, making triage quick and stress-free.

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Star Growth

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AI-Generated Review

What is gitcrawl?

gitcrawl is a local-first GitHub crawler built in Go that pulls issues and pull requests into a local SQLite database for offline maintainer triage. It solves the pain of GitHub API rate limits and slow web triage by offering CLI sync commands, JSON exports, and a terminal UI to cluster duplicates, search threads, and manage states without leaving your terminal. No web server or cloud dependency—just fast, private access to your repo's activity.

Why is it gaining traction?

It stands out with a gh-compatible shim that serves cached searches, views, and checks from local data, saving API quota for writes. Clustering uses embeddings to group similar bugs automatically, with governance tools to close/reopen threads or exclude outliers right from the TUI. Developers dig the incremental syncs for open items and neighbor searches for quick context.

Who should use this?

Repo maintainers drowning in duplicate issues or PRs, especially for open-source projects with steady inbound. Ideal for solo triage workflows or CI scripts needing local GitHub metadata without auth hassles. Skip if you prefer full GitHub CLI or hosted tools.

Verdict

Worth a spin for local-first GitHub triage if you're hands-on with issues—solid CLI/TUI and tests make it reliable despite 45 stars and 1.0% credibility score. Still early bootstrap, so expect polish in clustering docs before production scale.

(187 words)

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