DocsToolsKnowledge Base (RAG)

Knowledge Base (RAG)

Tool set: ragDefault: Disabled

Upload documents and let your agent search them using vector similarity. Agents answer questions grounded in your actual content.

How It Works

Upload → Extract text → Chunk (2000 chars) → Embed via Gemini → Store vectors → Search by cosine similarity. Returns top 8 matching chunks with relevance scores.

Tools

ToolDescription
search_documentsVector search across uploaded documents

Supported Files

PDF, Word (.docx), Plain text (.txt), Markdown (.md)

Limits

PlanDocuments per accountKnowledge storage
Free10100 MB
Pro1001 GB
Max1,00010 GB

Each uploaded document can be up to 10 MiB.