Transforms PDF collections into a searchable knowledge base using TF-IDF indexing and proximity matching. It enables users to search documents, retrieve specific page content, and manage document libraries through natural language via MCP clients.
Enables fully local retrieval-augmented generation over pharmaceutical sales intelligence, providing MCP tools to search drug labels, clinical trial outcomes, and sales call notes via natural-language queries.
Enables MCP clients to ask plain-language questions and receive answers grounded only in documents the configured role is cleared to read, with the same access-controlled tools available across any client.
Provides read-only, citation-backed semantic search and retrieval-augmented generation over enterprise documents via standardized MCP tools, with local embeddings for privacy.
Enables AI agents to securely search and ingest corporate documents via MCP, offering hybrid retrieval, PII sanitization, role-based access control, and citation validation.
