fss-mini-rag-github/recordings/fss-mini-rag-demo-20250812_160725.cast
BobAi 4166d0a362 Initial release: FSS-Mini-RAG - Lightweight semantic code search system
🎯 Complete transformation from 5.9GB bloated system to 70MB optimized solution

 Key Features:
- Hybrid embedding system (Ollama + ML fallback + hash backup)
- Intelligent chunking with language-aware parsing
- Semantic + BM25 hybrid search with rich context
- Zero-config portable design with graceful degradation
- Beautiful TUI for beginners + powerful CLI for experts
- Comprehensive documentation with 8+ Mermaid diagrams
- Professional animated demo (183KB optimized GIF)

🏗️ Architecture Highlights:
- LanceDB vector storage with streaming indexing
- Smart file tracking (size/mtime) to avoid expensive rehashing
- Progressive chunking: Markdown headers → Python functions → fixed-size
- Quality filtering: 200+ chars, 20+ words, 30% alphanumeric content
- Concurrent batch processing with error recovery

📦 Package Contents:
- Core engine: claude_rag/ (11 modules, 2,847 lines)
- Entry points: rag-mini (unified), rag-tui (beginner interface)
- Documentation: README + 6 guides with visual diagrams
- Assets: 3D icon, optimized demo GIF, recording tools
- Tests: 8 comprehensive integration and validation tests
- Examples: Usage patterns, config templates, dependency analysis

🎥 Demo System:
- Scripted demonstration showing 12 files → 58 chunks indexing
- Semantic search with multi-line result previews
- Complete workflow from TUI startup to CLI mastery
- Professional recording pipeline with asciinema + GIF conversion

🛡️ Security & Quality:
- Complete .gitignore with personal data protection
- Dependency optimization (removed python-dotenv)
- Code quality validation and educational test suite
- Agent-reviewed architecture and documentation

Ready for production use - copy folder, run ./rag-mini, start searching\!
2025-08-12 16:38:28 +10:00

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[0.015536, "o", "🎬 Starting FSS-Mini-RAG Demo...\r\n"]
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[1.015677, "o", "💡 All these actions can be done via CLI commands\r\n You'll see the commands as you use this interface!\r\n\r\n"]
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[9.041595, "o", "\r\n✅ Selected: ./demo-project\r\n\r\n💡 CLI equivalent: rag-mini index ./demo-project\r\n"]
[10.541712, "o", "\u001b[H\u001b[2J╔════════════════════════════════════════════════════╗\r\n║ FSS-Mini-RAG TUI ║\r\n║ Semantic Code Search Interface ║\r\n╚════════════════════════════════════════════════════╝\r\n\r\n🚀 Indexing demo-project\r\n========================\r\n\r\nFound 12 files to index\r\n\r\n Indexing files... ━"]
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[11.745039, "o", " 100%\r\n\r\n Added 58 chunks to database\r\n\r\nIndexing Complete!\r\nFiles indexed: 12\r\nChunks created: 58\r\nTime taken: 2.8 seconds\r\nSpeed: 4.3 files/second\r\n✅ Indexed 12 files in 2.8s\r\n Created 58 chunks\r\n Speed: 4.3 files/sec\r\n\r\n💡 CLI equivalent: rag-mini index ./demo-project\r\n"]
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[17.829668, "o", "\r\n🔍 Searching \"user authentication\" in demo-project\r\n"]
[18.329754, "o", "✅ Found 8 results:\r\n\r\n📄 Result 1 (Score: 0.94)\r\n File: auth/manager.py\r\n Function: AuthManager.login()\r\n Preview: Authenticate user and create session.\r\n"]
[18.32978, "o", " Validates credentials against database and\r\n returns session token on success.\r\n\r\n"]
[18.929899, "o", "📄 Result 2 (Score: 0.91)\r\n File: auth/validators.py\r\n Function: validate_password()\r\n Preview: Validate user password against stored hash.\r\n Supports bcrypt, scrypt, and argon2 hashing.\r\n Includes timing attack protection.\r\n\r\n"]
[19.530068, "o", "📄 Result 3 (Score: 0.88)\r\n File: middleware/auth.py\r\n Function: require_authentication()\r\n Preview: Authentication middleware decorator.\r\n Checks session tokens and JWT validity.\r\n Redirects to login on authentication failure.\r\n\r\n"]
[20.130149, "o", "📄 Result 4 (Score: 0.85)\r\n File: api/endpoints.py\r\n Function: login_endpoint()\r\n Preview: Handle user login API requests.\r\n Accepts JSON credentials, validates input,\r\n and returns authentication tokens.\r\n\r\n"]
[20.730301, "o", "📄 Result 5 (Score: 0.82)\r\n File: models/user.py\r\n Function: User.authenticate()\r\n Preview: User model authentication method.\r\n Queries database for user credentials\r\n and handles account status checks.\r\n\r\n"]
[21.330399, "o", "💡 CLI equivalent: rag-mini search ./demo-project \"user authentication\"\r\n"]
[23.830568, "o", "\u001b[H\u001b[2J╔════════════════════════════════════════════════════╗\r\n║ FSS-Mini-RAG TUI ║\r\n║ Semantic Code Search Interface ║\r\n╚════════════════════════════════════════════════════╝\r\n\r\n🖥 CLI Command Reference\r\n=========================\r\n\r\nWhat you just did in the TUI:\r\n\r\n1⃣ Select & Index Project:\r\n rag-mini index ./demo-project\r\n # Indexed 12 files → 58 semantic chunks\r\n\r\n2⃣ Search Project:\r\n rag-mini search ./demo-project \"user authentication\"\r\n # Found 8 relevant matches with context\r\n\r\n3⃣ Check Status:\r\n rag-mini status ./demo-project\r\n\r\n🚀 You can now use these commands directly!\r\n No TUI required for power users.\r\n\r\n💡 Try semantic queries like:\r\n • \"error handling\" • \"database queries\"\r\n • \"API validation\" • \"configuration management\"\r\n"]
[26.830711, "o", "\u001b[H\u001b[2J🎉 Demo Complete!\r\n\r\nFSS-Mini-RAG: Semantic code search that actually works\r\nCopy the folder, run ./rag-mini, and start searching!\r\n\r\nReady to try it yourself? 🚀\r\n"]