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StarDash
Organize, discover & contribute to starred repos with AI
A personal developer dashboard that transforms your GitHub starred repositories into an organized, searchable, and AI-enhanced workspace.
Hey Product Hunt! 👋 I'm Aneesh, the maker of StarDash.
If you're like me, your GitHub stars are basically a graveyard — hundreds of bookmarked repos you'll "get to later" but never do. StarDash fixes that.
Sign in with GitHub, sync your stars, and get a full AI-powered workspace in seconds.
🤖 What the AI does for you:
AI Categorization — Automatically generates tags and collections from your entire repo corpus (up to 500 repos per run), organized in two phases: collection discovery + batch classification. No more manually sorting through 500 starred repos.
AI Repo Search (Discover) — Plain-English search that expands your query with AI, hits GitHub, deduplicates, and reranks results by relevance with a real-time streaming pipeline. Find repos you didn't even know you needed.
AI Repo Intel — On-demand deep health analysis of any starred repo: a 0–100 health score, maintenance verdict, community sentiment, commit activity, contributor signals, top pain points, and a full AI recommendation. Shared 7-day cache keeps costs low for everyone.
AI Contribution Brief — Pick any open issue from your starred repos and get a plain-English brief: what the issue is, why it fits you, first steps, likely files to touch, questions to ask the maintainer, and a ready-to-paste prompt for your coding assistant.
💸 Free & Flexible:
The hosted app at stardash.dev comes with generous weekly free quotas on all AI features — no credit card required to get started. When you're ready to go unlimited, just add your own API key in Settings → AI Provider (OpenRouter, OpenAI, or Anthropic all supported). Your key is yours — the app's shared key is never touched when BYOK is active.
✨ Everything else baked in:
Browse, search, and filter up to 5,000 starred repos with rich metadata
Per-repo status tracking, notes, pinned state, tags, and collections
Inline README viewer — no tab-switching
Contribution dashboard: scan your stars for real open issues filtered by difficulty, language, and type
Trending view with heuristic recommendations (Popular in Your Network / Heating Up / Hidden Gems)
Command palette for instant repo navigation
Proactive alerts for archived repos and major release drops
Full self-hosting via Docker Compose — your data stays yours
MCP server in progress for Cursor / Claude / Windsurf integration
It's open source (MIT) and live at stardash.dev. Would love your feedback — what would make this an indispensable part of your dev workflow? 🙏
About StarDash on Product Hunt
“Organize, discover & contribute to starred repos with AI”
StarDash was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #132 on the daily leaderboard. A personal developer dashboard that transforms your GitHub starred repositories into an organized, searchable, and AI-enhanced workspace.
On the analytics side, StarDash competes within Analytics, Artificial Intelligence and GitHub — topics that collectively have 684.6k followers on Product Hunt. The dashboard above tracks how StarDash performed against the three products that launched closest to it on the same day.
Who hunted StarDash?
StarDash was hunted by Aneesh Melkot. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of StarDash including community comment highlights and product details, visit the product overview.
Aneesh Melkot