Legit.Show is a directory of launched web apps, SaaS, AI tools, MCP servers and developer tools — each with an objective 7-Frame production-readiness benchmark, measured deterministically from the public surface. How we measure →

Legit.Show benchmarks every launched service it lists — measured deterministically from the public surface. See the methodology →

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AI & Agents

autoresearch

Last updated 2026-06-06 · benchmark measured 2026-06-10 — deterministic & reproducible

AI agents running research on single-GPU nanochat training automatically

Overall production-readiness score — reserved
Legit.Show benchmarked autoresearch across all seven frames. The single overall score is shown to the verified maker; the frame-by-frame breakdown is public below.

Is autoresearch production-ready?

Legit.Show ran its deterministic 7-Frame production-readiness benchmark on autoresearch (github assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Maintenance; its weakest is Discoverability. The per-frame breakdown is public on the Legit.Show listing; the single overall production-readiness score is reserved for the verified maker.

The 7 Frames

What we measured

Visit autoresearch → · How this was measured →