AI codebase analyser and auto vs Lineation

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...

Lineation is the accountability layer for AI agents, zero-trust agent identity, LLM gateway, and MCP gateway with cross-provider policy, runtime defense, and forensic...

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 Lineation

Lineation is the accountability layer for AI agents, zero-trust agent identity, LLM gateway, and MCP gateway with cross-provider policy, runtime defense, and forensic lineage. Start free in the cloud or book an on-prem demo. Lineation gives security and platform teams one line of defense, zero-trust agent identity, an LLM gateway and MCP gateway across every model and tool, policy that travels with the workflow, and an incident story your auditors can follow. Listing here reflects integration compatibility and does not imply endorsement, partnership, or certification by any of the companies shown.