Folio
Folio
Folio helps website owners track recommendations from OpenAI’s Astra, Sol, Terra, and Luna: which sites appear, in what order, and why, with cited sources. Inspect technical issues, review fixes, and compare fresh answers after edits through a web UI, agent API, and MCP.
Built with Astra
We use GPT-6.0 Astra through OpenAI’s managed Agents API to run parallel, sandboxed research agents across customer questions and product categories. Folio coordinates the swarm through a resumable queue supporting up to 20 concurrent runs, adjusting concurrency when provider errors occur. Each agent searches the live web and returns ordered website recommendations, reasons, citations, and limitations. Astra checks its JSON output in a hosted Linux sandbox. Folio validates the structure and requires a completed answer, recorded search activity, and a sandbox validation marker before accepting results. Owners can inspect saved recommendations and sources, review technical issues and suggested fixes, and compare fresh answers after edits. An authenticated REST API and implemented MCP interface(MCP App)(on the harness of their choosing) to let other agents retrieve evidence and explicitly request evaluations with scoped permissions and duplicate-request protection.