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eyeballer is a free penetration testing tool. Evolve Security Darwin Attack is a commercial penetration testing tool by Evolve Security. Compare features, ratings, integrations, and community reviews side by side to find the best penetration testing fit for your security stack.
CST VerdictBased on our analysis of NIST CSF 2.0 coverage, core features, company size fit, deployment model, here is our conclusion:
Pentesters running high-volume screenshot assessments will appreciate eyeballer for its speed; the CNN model cuts manual review time by flagging UI/UX vulnerabilities that slip past code-focused tools. At 1,240 GitHub stars with zero licensing friction, it's proven enough in the offensive security community to justify a trial. Skip this if your team needs a polished commercial UI or integration with mainstream pentest platforms; eyeballer is a scrappy specialist that works best as a standalone screenshotting aid, not a reporting backbone.
Security teams running lean pentesting operations will get the most from Evolve Security Darwin Attack because it embeds actual pentesters into your workflow instead of handing you a report and disappearing. The continuous model with real-time communication and custom remediation videos cuts the noise of traditional annual engagements, covering both risk assessment and asset management across your attack surface. Skip this if your org needs passive vulnerability scanning or a tool that plays nicely with an existing SIEM; Darwin Attack is built for teams that want active human guidance, not another data feed.
A tool for analyzing pentest screenshots using a convolutional neural network
Human-guided continuous pentesting platform with attack surface management
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Common questions about comparing eyeballer vs Evolve Security Darwin Attack for your penetration testing needs.
eyeballer: A tool for analyzing pentest screenshots using a convolutional neural network..
Evolve Security Darwin Attack: Human-guided continuous pentesting platform with attack surface management. built by Evolve Security. headquartered in United States. Core capabilities include Continuous penetration testing, Human-guided attack surface management, Direct communication with penetration testers..
Both serve the Penetration Testing market but differ in approach, feature depth, and target audience.
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