Ross ROSS = Recommend OSS · open-source software intelligence for agents

BishopFox/eyeballer

Convolutional neural network for analyzing pentest screenshots observed · 2026-08-28

github.com/BishopFox/eyeballer · Python · GPL-3.0 (copyleft) observed · 2026-08-28

Health v2 · maintenance only

55/100

  • Activity 71
  • Release rhythm 8
  • Longevity 100
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: n/a
  • age_days: 2737
  • days_rel: n/a
  • days_push: 178
  • n_releases_24m: 0

Full methodology

Adoption not part of the score

1290 stars · 148 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-30, confidence not recorded

Eyeballer is a convolutional neural network tool that classifies screenshots of web hosts taken during large-scope penetration tests. It labels images as old-looking sites, login pages, webapps, custom 404s, or parked domains to help pentesters prioritize interesting targets.

Use cases

  • classify pentest screenshots of web hosts
  • find vulnerable-looking old websites at scale
  • identify login pages for credential attacks
  • filter out custom 404 pages and parked domains
  • triage EyeWitness or GoWitness screenshot output

When to choose

  • you have thousands of web screenshots from a large-scope pentest and need to prioritize targets
  • you want ML-based classification instead of brittle heuristics for login page detection

When to avoid

  • you need real-time or API-based analysis rather than batch screenshot classification
  • your scope is small enough to review screenshots manually

Facets

cli-tool · maturity active

machine-learning image-processing computer-vision security security machine-learning penetration-testing python cli pentesting screenshot-analysis cnn tensorflow bishopfox linux macos

1 source

Member repositories

RepositoryRoleHealth v2
BishopFox/eyeballermain55

For agents

markdown · JSON · MCP: product_card(name="BishopFox/eyeballer")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem