How 15 scanners become one signal: fingerprints, finding groups, and priority math
Run two scanners on one repo and most findings are duplicates. How Fimil fingerprints, groups, and scores findings so 15 scanners produce one ranked list.
Application security insights, product updates, and engineering deep-dives.
Run two scanners on one repo and most findings are duplicates. How Fimil fingerprints, groups, and scores findings so 15 scanners produce one ranked list.
The Fimil AI pentest agent reports a finding only after a validator replays the exploit. Every confirmed vuln ships with a working PoC and curl repro.
An LLM agent with an HTTP client needs a leash. Here's the layered scope guard that keeps Fimil's autonomous pentester in scope and audits every refusal.
Fimil's Trust Center is now MIT-licensed and free for any startup to fork and deploy. One config file, no backend, no CMS. Here's why we built it and how you can use it.
A practical breakdown of the five categories of application security testing — SAST, SCA, secrets detection, IaC scanning, and container security. What each one catches, when you need it, and how they work together.
A technical deep-dive into Fimil's scanner orchestration architecture: ephemeral Docker containers, output normalization, cross-tool deduplication, and intelligent prioritization with EPSS and reachability analysis.
Fimil orchestrates 15 open-source security scanners into a single dashboard, cutting through alert noise so your team fixes what matters. Here's why I built it and how it works.