ContextHarbor helps teams build AI applications without rebuilding document ingestion, indexing, and retrieval infrastructure. Deploy it on infrastructure you control, organize knowledge into access-controlled projects, and search it through a Web UI, REST API, CLI, or MCP-connected coding agents. It combines semantic search with keyword matching for exact terms and supports optional AI answers, contextual enrichment, and remote embedding providers.