Turn GitHub Stars
into a searchable AI knowledge base

Starcat is a macOS native app that helps you organize, understand, rediscover, and evaluate every starred GitHub repo — local-first, AI-powered.

Starcat main interface screenshot
macOS 15+
Native macOS experience
Local-First
Your data, under your control
BYOK AI
Multiple models, your keys
Current release supports macOS 15+ and ships as an Apple Silicon Direct download.

Your stars won't gather dust

Every developer has been there. Starcat solves these with AI + local-first design.

You starred thousands of repos, but finding one takes forever

Starcat's solution

FTS5 Full-Text Search

Full-text index across repo name, description, topics, and notes. Natural language + structured filters — results in milliseconds.

You revisit a star months later and can't remember why you saved it

Starcat's solution

AI-Generated Structured Summaries

AI reads the README and produces a summary: what it does, what problem it solves, what tech stack it uses — your "aha moment" preserved forever.

Manual tagging is tedious; skipping tags means never finding repos again

Starcat's solution

AI Smart Tag Suggestions

AI analyzes repo content and suggests 3-8 tags with confidence scores. 14 preset taxonomies, auto synonym detection. Just click confirm.

Your starred libraries release updates — you hear it from others first

Starcat's solution

Release Tracking & Notifications

Subscribe to repos you care about. Push notifications on new releases. Unified timeline view with read/unread state.

Feature Panorama

From search to AI analysis, from security scoring to share cards — every detail designed for efficiency.

Smart Collections

Browse built-in collections such as Needs Review, Unmaintained, High Value, No Tags, Using, and Recently Active. Custom rules can combine metadata, status, notes, and Health signals.

  • Built-in explainable collection rules
  • Filters from metadata, notes, and status
  • Health-aware review and value signals
Starcat smart collections: built-in and custom repository collections

AI Smart Summaries

AI reads README content and produces structured summaries: what the repo does, its tech stack, and where it fits.

  • Structured repo summaries
  • Cached per repository
  • Designed for quick triage
Starcat AI summary: auto-generated structured repo summaries

README Translation

Translate README HTML on demand while preserving the original structure. Cached translations are reused, and stale source content prompts a fresh translation.

  • Preserves README HTML structure
  • Target language follows your setting
  • Cache hits avoid extra AI quota
Starcat README translation: translated README with preserved structure

AI Conversational Interface

Launch AI chat from any repo detail page. Ask in context and get answers grounded in the repository code and docs.

  • Repository-level context
  • Multi-turn conversation memory
  • Code and docs linked
Starcat AI chat: repository-context intelligent Q&A

Repo Health Score

Summarize repository activity, maintenance signals, and risk indicators before you decide what deserves attention.

  • Activity and maintenance overview
  • Risk signals for starred repos
  • Quick attention scoring
Starcat Repo Health score: repository maintenance and activity overview

OpenSSF Security Scorecard

Integrated OpenSSF Scorecard pulls public security scores for starred repos and presents a radar chart across multiple dimensions.

  • OpenSSF Scorecard integration
  • Multi-dimension security radar
  • Cooldown-based smart refresh
Starcat OpenSSF scorecard: security scoring radar chart

Built-in Code Graph

Explore code architecture without leaving the app. CodeFlow analyzes dependencies and visualizes module call chains for large projects.

  • Branch-level code analysis
  • Dependency visualization
  • Transparent execution steps
Starcat code graph: dependency visualization and architecture exploration

User Share Cards

Generate personal cards with GitHub stats, theme palettes, and high-resolution PNG export for sharing.

  • Multiple theme palettes
  • Hi-res PNG export (@3x)
  • One-click share to X
Starcat share card: multi-theme user card export

Flexible AI Configuration (BYOK)

Self-hosted proxy, Gemini, DeepSeek, OpenAI-compatible, and Ollama local models. Your API keys and usage quotas stay under your control.

  • Multi-model, free to switch
  • BYOK keys under your control
  • Granular quota control
Starcat AI configuration: multi-model BYOK

More than bookmarks — understand

Full-chain tools from organization to AI analysis, turning your flat star list into a searchable knowledge system.

Tag Management

Custom colors & icons. Batch tagging, merge tags. Browse by tag, language, status.

Private Notes

Write private notes per repo. Tags, notes, and status live in local SQLite, keeping your organization data local-first.

AI Summary & Translation

One-click structured summaries. Full README translation. Cached per repo — auto-prompt on source change.

Hybrid Search

BM25 keyword + Embedding semantic search + RRF fusion. Find by intent, not exact keywords.

Release Subscription

Subscribe to repos. Push notifications on new versions. Smart asset filtering by platform & file type.

Discovery & Trends

Browse discovery, trending, popular, new releases, and weekly picks to keep finding repositories worth your attention.

Native macOS, premium experience

Starcat is built deeply for macOS, focused on desktop workflows for organizing, reading, and turning GitHub Stars into reusable knowledge.

Liquid Glass

Native macOS design — responsive layout, translucent materials, and focused desktop interactions

Local-First

GRDB.swift + SQLite local storage — data fully controlled, works offline

BYOK AI

Gemini / DeepSeek / OpenAI / Ollama — your keys, your choice

Focused on macOS

A dedicated macOS 15+ app shaped around three-column windows, the menu bar, keyboard shortcuts, and focused desktop reading

Pricing

Start free, subscribe monthly or yearly, or own it forever with Lifetime.

Starter

Free for macOS

Free
Core features, permanently

A complete local-first library for managing GitHub Stars.

  • Sync and local cache
  • Tags, notes, and status
  • README and local search
  • Discover, trends, hot, launches, weekly
  • Activity timeline and undo star
  • 20 tags / 4 lists / 5 releases
  • HTML / Markdown export
Monthly

Pro Monthly

$3.99
per month

$3.99/month. Licensed for up to 2 Macs you personally use.

  • Full Pro features, cancel anytime
  • 2 Mac license seats
  • Unlimited library limits
  • AI summaries and tags
  • AI Chat and translation
  • Embedding semantic search
  • LLM-friendly web context
  • CodeFlow and repo context
  • Trending AI recommendations
$3.99/month
Best Value

Pro Lifetime

$39.99
one-time purchase

One-time purchase for up to 2 Macs you personally use. Includes every Pro Monthly feature.

  • Everything included in Pro Monthly
  • 2 Mac license seats
  • One-time payment
  • Lifetime current Pro access
  • No monthly renewal
  • Built for long-term Starcat use
  • Protected from future price changes
  • BYOK Provider configuration
Pay once, keep current Pro
Feature Free Pro Monthly Pro Yearly Pro Lifetime
Sync, local cache, notes, README Included Included Included Included
Tags, smart collections, release subscriptions 20 / 4 / 5 Unlimited Unlimited Unlimited
Release polling and notifications Limited Included Included Included
AI summaries, tags, Chat, README translation Not included Included Included Included
Semantic search and LLM-friendly web context Not included Included Included Included
RepoContextPacker, CodeFlow, Trending AI Not included Included Included Included
Payment model Free $3.99/month $29.99/year $39.99 one-time
License seats Not required 2 Macs 2 Macs 2 Macs

Payment or support: dong4j@gmail.com

Before you download

Starcat is currently focused on macOS. Here are the platform, data, and AI boundaries.

Which systems does Starcat support?

Starcat currently supports macOS 15 and later only. The Direct download is intended for Apple Silicon Macs. There are no iOS, iPadOS, watchOS, Windows, or Android builds today.

How is the Direct build different from an App Store build?

The landing page currently points to the Direct build, which supports in-app updates through Sparkle. App Store availability follows a separate release path and will be clearly labeled when available.

Where is my data stored?

Starcat is local-first. Repo cache can be rebuilt, while tags, notes, and status are stored in local SQLite on your Mac.

Does Starcat host my AI keys?

Starcat follows a BYOK model: you configure your own model provider or API key. AI-related features on this page depend on what is enabled in the current app build.

How do Pro license seats work?

Each Pro plan is licensed for up to 2 Macs you personally use. Pro Yearly saves 37% vs monthly. Lifetime is a one-time purchase that includes all Pro features with no recurring payments.

Will Starcat support iPhone or iPad later?

The short-term focus is making the macOS app stable and useful. Future platform plans will be announced in the changelog; this page does not promise multi-platform builds.

Ready to make your Stars useful again?

Download the macOS Direct build and start organizing, searching, and reading your GitHub Stars in one focused desktop app.

Download Starcat