AI & Agents

Good First Token

Last updated 2026-11-08 · benchmark measured 2026-11-08 — deterministic & reproducible

Good First Token lets you direct AI coding agents to work on open source issues.

Are you the maker of Good First Token? Claim this listing. It is free, takes a meta tag, a DNS record or GitHub admin rights, and never changes the score.

Launched something? Add your product, free.

To cite this score: legit.show/s/goodfirsttoken-org/2026-11-08. That address never changes; this page moves with every re-measure.

Legit.Show scored Good First Token 86/100 on 2026-11-08, measured across all 7 frames from its public surface. legit.show/s/goodfirsttoken-org/2026-11-08

Is Good First Token production-ready?

Legit.Show scores Good First Token 86 out of 100 — the simple average of its 7 measured frames. Legit.Show ran its deterministic 7-Frame production-readiness benchmark on Good First Token (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Performance; its weakest is Privacy. Every frame it averages is published with its evidence on the Legit.Show listing.

The 7 Frames

• Performance — 100/100
• Accessibility — 100/100
• Security — 100/100
  How this compares across the catalogue: The Web Security Baseline
• Privacy — 25/100
  How this compares across the catalogue: The Privacy Gap
• Reliability — 100/100
• Standards — 92/100
• Discoverability — 85/100

What we measured

• Security headers present: CSP, HSTS, X-Frame-Options, X-Content-Type-Options, Referrer-Policy.
• Served over HTTPS with a valid certificate.
• Real Lighthouse performance run — 281 ms to first byte.
• Returns a proper 404 for unknown routes.
• 3 of 3 sampled routes reachable.
• No privacy policy found.
• Sets cookies / loads scripts with no consent prompt.
• Discoverable: sitemap, OpenGraph image, canonical URL.

Who it's for

Open source contributors · Project maintainers · AI agent users · Token holders

Sources and updates

Description

Taken from goodfirsttoken.org's own website on 2026-11-08.

Benchmark

Measured by Legit.Show from the live site, the way any visitor sees it — with no access to its code or accounts. Same method for every product, and no AI decides the score. Last checked 2026-11-08.

Put together from public information, without Good First Token's involvement. If anything here is wrong, tell us and a person will check it.

Visit Good First Token → · Alternatives to Good First Token → · How this was measured →