Enables semantic search across a document knowledge base, returning the most relevant chunks with relevance scores, and optionally generating written answers with cited sources via an LLM.
Enables MCP clients to search locally indexed university documents and retrieve up to three relevant fragments with source references for retrieval-augmented answers.
Enables searching personal knowledge vaults using hybrid semantic and keyword matching through the Fondu Knowledge Vault API. Retrieves and reranks relevant information from personal knowledge bases with flexible authentication options.
Enables MCP clients to search technical document collections using hybrid BM25 and embedding retrieval, returning cited page-level passages to support grounded, evidence-based answers.
Enables AI-powered querying of PDF documents using hybrid retrieval (BM25 + vector search) and retrieval-augmented generation, returning structured answers with source citations and confidence scores.