Four labs' code-security agents share a find-then-disprove design
Claude Security, Codex Security, Cloudflare's skill and Google Mantis differ in runtime, access and how much proof they require.
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Claude Security, Codex Security, Cloudflare's skill and Google Mantis differ in runtime, access and how much proof they require.
Snyk Code and Claude Code with Opus 5 together located 101 of 108 curated flaws, the ceiling of seven comparable setups.
Recall spans 32.5% to 78.1% across eight frontier models on 265 tasks from nine systems, led by Grok 4.6 and GPT-6 sol.
Entities are extracted by the model from each article. First seen , last mentioned . Watching keeps it in this browser only (no account); the watchlist page and dashboard alerts use it.
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