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.
Enables grounded question-answering over internal documents via a single MCP tool that retrieves relevant passages and generates answers with citations, returning sources and diagnostics.
Exposes local OpenKB knowledge bases to MCP clients, enabling wiki discovery, cataloging, lexical search, page reads, and optional LLM query fallback and skill generation.
Enables AI agents to query a persistent LightRAG knowledge base through any MCP client, offering both ready-made answers with source links and raw context retrieval for custom response generation.
Enables LLM clients to query a comprehensive Midnight knowledge workspace using indexed evidence from code, Confluence, and Google Drive, with source integrity enforcement and audience-specific answer shaping.