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🌟 Open Scout Catalog

Auto-curated catalog of promising open-source projects. Scouted from GitHub · HackerNews · Reddit · ProductHunt. Updated every 30 minutes by RepoScout.


📊 At a glance

🗂️ Total projects 160
📁 Categories 15
🔄 Auto-sync every 30 min via GitHub Actions
🧠 Summaries LLM-generated (OpenRouter · OpenAI · Anthropic · Gemini · Groq · Z.AI)

🗂️ Categories

Category Projects
🤖 AI/ML 53 Browse →
📦 Misc 23 Browse →
🏷️ Mcp 16 Browse →
🎨 Frontend 15 Browse →
🧩 Orchestration 15 Browse →
📊 Data 9 Browse →
⚙️ Backend 9 Browse →
📱 Mobile 7 Browse →
🏷️ Automation 4 Browse →
🚀 DevOps & Infra 2 Browse →
🔧 DevTools 2 Browse →
⛓️ Crypto 2 Browse →
🔐 Security 1 Browse →
Design 1 Browse →
💳 Payments 1 Browse →

🔥 Top 10 by score

# Project Stars Category
1 google-gemini/gemini-cli ⭐ 106k Mcp
2 sickn33/agentic-awesome-skills ⭐ 43.1k Orchestration
3 headroomlabs-ai/headroom ⭐ 59k Orchestration
4 n8n-io/n8n ⭐ 196.3k Mcp
5 BerriAI/litellm ⭐ 53.5k Orchestration
6 IBM/mcp-context-forge ⭐ 4.1k Mcp
7 mcp-use/mcp-use ⭐ 10.3k Mcp
8 strands-agents/harness-sdk ⭐ 6.6k Orchestration
9 google/adk-python ⭐ 20.6k Orchestration
10 archestra-ai/archestra ⭐ 4k Mcp

🚀 How it works

graph LR
  A[GitHub · HN · Reddit · PH] --> B[RepoScout]
  B --> C[Score · Dedupe · Categorize]
  C --> D[LLM Summarize]
  D --> E[PostgreSQL DB]
  D --> F[This Catalog]
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  1. Discover — 4 sources pulled in parallel
  2. Score — weighted: usefulness, quality, integration, production readiness, outlook, adoption
  3. Categorize — rule-based tagging across product domains, integrations, MCP, RAG, automation and infrastructure
  4. Summarize — concise RU/EN/ZH summaries via LLM with deterministic fallback
  5. Sync — markdown committed here, metadata upserted to PostgreSQL

🛠️ Self-host

git clone https://github.com/kirbudilov01/reposearchengine
cp .env.example .env
# Set LLM_PROVIDER, CATALOG_REPO_PATH, DATABASE_URL, ...
npm install && npm start

Supports cloud LLM providers (OpenAI · Anthropic · OpenRouter · Gemini · Groq · Z.AI).

📦 Data format

  • index.json — full catalog sorted by score
  • <category>/README.md — category index with ranked table
  • <category>/<owner>-<name>.md — per-repo card with stats, topics, summary

📜 License

MIT (metadata). Each linked repository retains its own license.


🤖 Maintained automatically by RepoScout · Built with Claude Code

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