Head-to-head
CodeQL vs Semgrep
Semgrep leads: the AI models rank it above its rival on 2 of 2 shared leaderboards. Based on how ChatGPT, Claude, Gemini & Grok rank both across 2 shared leaderboards — re-polled on demand, reasoning shown verbatim.
| Leaderboard | CodeQL | Semgrep |
|---|---|---|
| Best SAST tool for CI pipelines | #2 / 5 | #1 / 5 |
| Best SAST tools for polyglot monorepos | #2 / 7 | #1 / 7 |
Why the models rank CodeQL — on best sast tool for ci pipelines
“Deep interprocedural data-flow analysis, high-quality security queries, custom query packs, and nearly effortless GitHub code-scanning integration make it especially strong for GitHub-centric teams”
Why the models rank Semgrep — on best sast tool for ci pipelines
“Fast CI scans, excellent developer feedback, 35+ languages, easy custom rules, and strong cross-file analysis make it the best overall balance of detection, workflow fit, and value; near-tied with CodeQL, but easier for typical teams to tune and extend”
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Ranks from the merged 4-model leaderboards · re-polled on demand · methodology