Research Preview
AI-native knowledge base.
Structured, searchable document store designed for LLM context windows. Free access during research preview.
Full-Text Search
Query documents using natural language. Find what matters in milliseconds, built for LLM retrieval.
MCP Integration
Use Tupshar tools directly in Claude via Model Context Protocol. Store, query, and retrieve seamlessly.
Multi-Tenancy
Isolate data by tenant. Self-hosted or cloud. Your documents, your infrastructure, your rules.
Structured Metadata
Tag, label, and organize documents. Metadata enables rich queries and LLM context filtering.
REST & MCP APIs
HTTP endpoints for integration, MCP tools for Claude. Choose your interface.
Research Preview
Experimental software. Free access. Your feedback shapes the roadmap as we explore what's useful.
Ready to explore?
Get started with Tupshar in minutes. Store your first document, run your first query, and integrate with Claude via MCP.