"Delta" matching MCP servers:

Provides coding agents with read-only MCP tools to search Python repositories, retrieve size-bounded cited source context, analyze dependency impact, and check index status—all via local incremental AST indexing and BM25 retrieval.

Provides MCP tools for AI assistants to add, search, and preload semantic memories that synchronize across devices via encrypted delta sync, enabling seamless cross-device continuity with privacy controls.

Enables AI assistants to interact with Delta Lake tables stored in MinIO through Spark using natural language queries. Provides read-oriented data operations on Delta Lake tables through the Model Context Protocol.