Developer Tools

Automated Web Research and OSINT Collection

Last updated 2026-07-30 · benchmark measured 2026-07-30 — deterministic & reproducible

Python CLI tool that automates web research and OSINT collection into structured reports.

Is Automated Web Research and OSINT Collection production-ready?

Legit.Show ran its deterministic 7-Frame production-readiness benchmark on Automated Web Research and OSINT Collection (public-surface assessment), measured from the public surface with no LLM in the scoring path. Its strongest frame is Performance; 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

• Performance — 100/100
• Accessibility — 55/100
• Security — 45/100
• Privacy — 25/100
• Reliability — 47/100
• Standards — 64/100
• Discoverability — 15/100

What we measured

• Security headers present: CSP.
• No HSTS.
• Served over HTTPS with a valid certificate.
• Real Lighthouse performance run — 147 ms to first byte.
• Returns a proper 404 for unknown routes.
• 0 of 0 sampled routes reachable.
• No privacy policy found.
• Sets cookies / loads scripts with no consent prompt.

Who it's for

Researchers · OSINT practitioners · Security professionals · Students · Developers

Visit Automated Web Research and OSINT Collection → · How this was measured →