AI codebase analyser and auto vs OctoLoops

We added Python AI-app regex prefilters to getdebug and benchmarked against Bandit, Semgrep, and (attempted) vulnhuntr. Here's where each tool actually catches things, and...

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About AI codebase analyser and auto

We added Python AI-app regex prefilters to getdebug and benchmarked against Bandit, Semgrep, and (attempted) vulnhuntr. Here's where each tool actually catches things, and where they don't. on a Python repo runs in milliseconds, costs zero, and now covers Python AI-app anti-patterns alongside the secrets + dependency-CVE passes it always ran. The interesting part is the benchmark we ran while developing them, against the three other tools anyone would compare us to. vulnhuntr (Protect AI, open source) is the stated category leader for AI-app static analysis.

About OctoLoops

Always-on agents that watch for the moment a company becomes worth contacting, find the right person there, and draft the message. Free plan from your URL, no account needed. 01 Fill in your product's URL 02 Get your plan and first opportunities 03 Review, send, and keep them coming. A company that did something this week which makes your product relevant right now: raised a round to enter a new segment, opened a market, took on a reporting obligation it has no tooling for.