# Strukto

> Strukto is the structured layer for AI agents: a unified virtual filesystem workspace that mounts data sources, services, and tools behind one bash interface.

## About
Strukto is a B2B AI infrastructure company building the structured layer for AI agents. Its products center on a Unified Virtual Filesystem Workspace (Mirage), with browser-based agent workspace tooling in AgentBox. The same agent reads a Google Doc, queries Postgres, and ships a Linear issue with the same handful of primitives. Founded by Zecheng Zhang.

## Products
- [All Products](https://www.strukto.ai/product)
- [AgentBox](https://www.strukto.ai/agentbox): a free in-browser AI agent OS. Finder-like files, light coding, and AI agents that browse and act on connected data sources. Available now. Launch at https://agentbox.strukto.ai/. Source: https://github.com/strukto-ai/agentbox.
- [Mirage](https://docs.mirage.strukto.ai): a virtualization layer for AI agents, mounting data sources, services, and tools as one virtual filesystem with a bash interface. Python and TypeScript SDKs and a CLI. Drops into OpenAI Agents SDK, Vercel AI SDK, LangChain, Pydantic AI, CAMEL, and OpenHands. Available now. Docs at https://docs.mirage.strukto.ai. Source at https://github.com/strukto-ai/mirage.

## Research
- [SEAR: Schema-Based Evaluation and Routing for LLM Gateways](https://www.strukto.ai/research/sear). Accepted at [CAIS 2026](https://www.caisconf.org/program/2026/papers/sear-schema-based-evaluation-and-routing-for-llm-gateways/). Turns LLM-as-judge evaluation and gateway routing into SQL over a typed relational schema: ~100 signals per session, 95.5% boolean accuracy, 90-92% cost reduction versus naive routing.
- [Full research corpus](https://www.strukto.ai/llms-full.txt). Plain-text dump of all published papers for direct AI citation.

## News
- [Introducing Mirage: A Unified Virtual Filesystem for AI Agents](https://www.strukto.ai/news/introducing-mirage) (2026-05-06). Mirage launches as an open-source virtualization layer for AI agents, mounting data sources, services, and tools as one virtual filesystem with a bash interface instead of writing a tool function per backend or stitching MCP servers. Python (`mirage-ai`) and TypeScript (`@struktoai/mirage-node`, `@struktoai/mirage-browser`) SDKs plus a CLI; adapters for OpenAI Agents SDK, Vercel AI SDK, LangChain, Pydantic AI, CAMEL, Mastra, OpenHands.

## Team
- Zecheng Zhang, Founder (Stanford, UIUC, ex-AWS, YC alumni). Background: ML systems, relational databases, structured data, LLM evaluations, AI agents. Co-author of SEAR (CAIS 2026). Open-source contributor to PyTorch Geometric, PyTorch Frame, RelBench, DeepSNAP, CRAB, CAMEL.

## Links
- Homepage: https://www.strukto.ai/
- About: https://www.strukto.ai/about
- Products: https://www.strukto.ai/product
- Research: https://www.strukto.ai/research
- News: https://www.strukto.ai/news

## Contact
- Booking: https://cal.com/strukto/30min