Stars · Forks · Gists · AI Powered · Local First

Your Shortcut to
GitHub Organization

Analyze, categorize, and track your stars, forks, and Gists with AI.

Not just managing stars — finding them when you need them.

-- Stars · v0.8.4 · Windows · macOS · Linux · Web · Updated:
ai-parser.log

Processing: React-Framework
Status: Success

Why Choose GithubStarsManager?

Designed for developers who need a brain extension — from stars to forks, Gists to vectors, all under one roof.

AI & Analysis

AI Smart Analysis

Automatically analyzes repo content to generate summaries, extract tags, and identify supported platforms. The AI engine processes READMEs, documentation, and code structure to build a rich, searchable knowledge base of your entire starred collection.

Repository Q&A Assistant

Ask any repository questions in natural language. Answers stream in with evidence-driven citations down to file:line — every claim has a provenance you can jump to.

GitHub-Style READMEs

READMEs and release notes render with official Primer styling — GitHub Alerts, gemoji, KaTeX math, and Mermaid diagrams, with TOC, translation, and copy-code intact.

Discovery & Organization

Smart Categorization

14 preset categories with custom support. AI auto-matches repos to categories based on extracted tags — from Frontend Frameworks to Operating Systems.

Natural Language & Vector Search

Find repos using natural language queries with advanced filters, or go deeper with semantic vector search — and even without a vector index, a three-stage AI recall chain keeps results precise.

Discovery Hub — Five Channels

One discovery center: GitHub trending with daily snapshots and ranking history, curated X (Twitter) tweet channels, Telegram channels, Ruan Yifeng Weekly open-source picks, and grep.app-powered code search — hide the channels you don't use.

Star from Links

Paste any article or Markdown mentioning repos, preview each one, and star up to 50 at a time.

Developer Workflows

Release Tracking

Subscribe to repository updates, get a timeline of releases, and grab the right installer for your platform — custom asset filters with keyword blacklists and per-repo rules keep the noise out.

Fork Management

Keep all your forked repos in sync. Detect upstream changes, merge with one click, and trigger GitHub Actions workflows without leaving the app.

Gist
Browse, create, edit & search snippets with AI-powered summaries
More Features

Desktop Plugin Platform

Extend the app with sandboxed plugins — isolated views and storage with repository integrations, checked against a community registry for updates, permission changes, and revoked entries.

Network Proxy & Remote DL

HTTP/SOCKS5 proxies with aria2 RPC for remote downloads.

Built-in MCP Server

Expose your library to Claude Desktop, Cursor, or any MCP client over a local, token-protected endpoint — keyword, category, and semantic vector search plus repository evidence and similar-repo tools included.

WebDAV Backup

Auto-backup to Jianguoyun, Nextcloud, ownCloud, or any WebDAV service.

Local & Private

100% local data by default, auto-launch & tray-resident on desktop, optional WebDAV sync.

12 Themes + Deep Customization

One-click skinning with 12 curated presets — then tune accent color, radius, font scale, and reduced motion.

GitHub Lists Sync

Two-way sync between local categories and GitHub native Lists (experimental).

10 Interface Languages

The UI ships in 10 languages, with AI prompts, translations, and release summaries adapting dynamically.

Auto-Translate Descriptions

AI translates repo descriptions into your language, with caching and graceful fallback.

Intelligent Workspace

Stop scrolling through endless, unorganized lists. Our smart workspace automatically categorizes your stars using AI-generated tags, giving you a clean, multi-dimensional view of your tech stack.

  • 14+ Smart Categories
  • Multi-dimensional Tagging
  • Instant Fuzzy & Vector Search
  • Star from links — batch-star up to 50 repos

Track Releases Effortlessly

Never miss an important update from your favorite tools. The Release Timeline view keeps you informed of the latest versions, intelligently parsing download links for your specific platform.

  • Unread status management
  • Direct asset downloads
  • Installer recommendation for your platform
  • Custom filters — keyword blacklists & per-repo rules
v0.8.4

Star from links

Just now

v0.8.3

Trending snapshots & plugin registry

2 days ago

v0.8.2

Plugin platform & 10 languages

6 days ago

OpenAI
Claude
Ollama

Bring Your Own Models

We don't lock you into a specific provider. Use the AI service you prefer or deploy locally for maximum privacy.

  • OpenAI & Anthropic support
  • Local Ollama integration
  • Secure API key storage

One Hub, Five Channels

Stay ahead of the curve. Trending with daily snapshots and ranking history, curated X and Telegram channels, Ruan Yifeng Weekly picks, and global code search — all in one hub, with the channels you don't use hidden away.

  • Trending, X, Telegram, Weekly & code search channels
  • Daily snapshots with rank changes & streaks
  • Hide the channels you don't use
  • AI summaries & one-click subscribe

Manage Your Forks

Keep all your forked repositories in sync and under control. Detect upstream changes at a glance, merge with one click, and trigger GitHub Actions workflows without leaving the app.

Your Forks
you/react 3 commits behind facebook/react
Sync
you/rustlings Up to date with rust-lang/rustlings
▶ Run CI
you/nvm 12 commits behind nvm-sh/nvm
Sync
  • Upstream sync & conflict handling
  • GitHub Actions workflow triggers
  • New-upstream pulse indicators

Your Gists, Organized

Stop losing code snippets in the Gist jungle. Browse, create, edit, and search your Gists with AI-powered summaries that understand intent, not just filenames.

  • Create, edit, star & delete Gists
  • AI-powered summaries & tags
  • Semantic search across snippets
All
Mine
Starred
auto_backup.sh Shell AI
tsconfig-base.json JSON AI

Search by Meaning

Go beyond keywords. Vector Semantic Search embeds your repos into Cloudflare Vectorize, matching by semantic similarity so you find what you actually mean — not just what you type. No vector index? A three-stage AI recall chain — query expansion, lexical recall, LLM selection — lifted precision from P@5 0.21 to 0.67 on a real 951-repo library.

  • Multi-provider embeddings
  • AI reranking of results
  • Auto-fallback to keyword search
Vector
0.94
charmbracelet/gum Tropical terminal UI for Go
0.89
cli/cli GitHub CLI for terminal workflows

Ask Your Repos

Every starred repo has details you forget. The Repository Q&A Assistant digs through READMEs, commits, releases, and issues as read-only evidence and streams the answer with traceable source cards — citations down to the exact source line.

  • Streaming answers with evidence citations
  • file:line citations with hover-to-source previews
  • Task depth control & global conversation history
AmintaCCCP/GithubStarsManager Q&A
How does the sync fingerprint actually work?
Gathering evidence
README & docs
12 recent commits
Related issues
The sync fingerprint is built from client-only fields only, and it converges with the backend projection on push — so background syncs can't loop.src/store/schema.ts:118
schema.ts:118 a1b2c3f #304

One Click, 12 Themes

Every theme ships with matched light and dark palettes, live previews, and full design-token coverage — then tune accent color, radius, and font scale to make it yours. Try it below.

  • 12 curated presets — Claude, Vercel, T3 Chat, Zen…
  • Customize accent color, corner radius & font scale
  • Live preview in Settings → Appearance
Customize Aa 110%

Built-in MCP Server

The app ships with a local MCP (Model Context Protocol) server. Plug in Claude Desktop, Cursor, or any MCP client and your whole star library becomes a tool the AI can query — search, stats, categories, semantic search, repository evidence, and similar-repo lookup included. Self-hosted backends expose the same discovery toolset.

  • Works with Claude Desktop, Cursor & any MCP client
  • Search, evidence, similar-repo & vector tools — 10 in total
  • Loopback-only with token auth — data stays local
claude_desktop_config.json
"mcpServers": {
"github-stars-manager": {
"url": "http://127.0.0.1:3927/mcp",
"headers": { "Authorization": "Bearer ••••" }
}
}
Find the Rust terminal UI tool I starred
gsm_vector_search("rust terminal UI")0.94
charmbracelet/gum — Tropical terminal UI for Go. You starred it 3 months ago in Frontend Frameworks.

Extend with Plugins

The desktop app ships a sandboxed plugin platform: plugins run in isolated views with their own storage and integrate with your repository data. The community plugin registry keeps installed plugins in check — available updates, permission changes, and revoked or blocked entries, all integrity-checked.

  • Sandboxed views with isolated storage
  • Community registry — updates, permission changes & revoked status
  • SHA-256 integrity checks on registry entries
Plugins Registry
Star Statsv1.4.0
Charts of your starring habits
SandboxedUp to date
Release Radarv0.9.2
Watchlist for new releases
SandboxedUpdate → v1.0.0
Legacy Syncv2.1.7
Keeps an old export alive
SandboxedRevoked

Cross-Platform Native Support

Run GithubStarsManager wherever you code. Built on Electron for native desktop performance, or run the web client anywhere.

How It Works

A local-first architecture that keeps your data private while leveraging cloud AI for intelligence.

GitHub API Stars · Forks · Gists AI Analysis Engine Summarize · Tag · Categorize OpenAI · Claude · Ollama Local Storage SQLite + IndexedDB Client UI Electron · React Vector Search Cloudflare Vectorize WebDAV Sync Cross-device backup
Go + TypeScript Electron Cloudflare Workers

Latest Updates

The app ships fast. Here's what just landed — pulled live from the repository changelog.

Frequently Asked Questions

Everything you need to know about GithubStarsManager.

Is GithubStarsManager free?

Yes, it is completely free and open-source under the MIT license. You can use all features without any restrictions.

Does it require a cloud account?

No cloud account is required. The application runs locally and stores your data locally on your device. You can optionally enable WebDAV for cross-device sync.

Which interface languages are supported?

The interface ships in 10 languages. AI prompts, translations, and release summaries adapt dynamically to the selected language.

Are plugins safe?

Yes. Plugins run in sandboxed views with isolated storage. The community plugin registry tracks versions, permission changes, and revoked or blocked entries, all with SHA-256 integrity checks.

How do I move my data to another device?

Use WebDAV backup, or connect the optional self-hosted backend — the "Already have backend data" login path restores your GitHub token and all synchronized data from a backend URL and API key.

Start organizing
your GitHub

Free, open-source, and private by default. Download for your platform and transform your starred repos into an organized knowledge base.

Quick Start
01
Download & Install
Grab the installer for your OS from GitHub Releases
02
Connect GitHub
Sign in with your GitHub account — stars, forks & Gists sync automatically
03
Add AI Provider
Bring your own OpenAI, Claude, or Ollama API key