ultrasync provides turnkey semantic indexing, search, and full codebase understanding for AI coding agents. Its optimized architecture delivers sub-second queries and structured contextual results through native Model Context Protocol (MCP) integration, eliminating token waste and recursive searches.
Key benefits include:
- Hybrid Search: Combines BM25 keyword matching and semantic vectors via RRF for precise results
- Persistent Memory: Remembers decisions, constraints, and findings from prior sessions
- Zero-LLM Classification: Hyperscan pattern matching identifies 24+ context types (auth, frontend, etc.) without LLM costs
- Blazing Indexing: Full codebase indexing in seconds with JIT + AOT dual-layer optimization
- Structured MCP Output: Returns actionable data instead of raw text for agent workflows
Perfect for developers building AI-assisted coding tools who need real-time codebase context with enterprise-grade performance and privacy.
