Side by side.
| SlopCop | Semgrep | |
|---|---|---|
| What it is | Hosted static analysis of the change a coding agent makes. | Code security for builders and agents: one platform for SAST, dependency scanning, secrets scanning and malware protection. |
| With coding agents | A skill and a Stop hook have Claude Code and Codex run a check and fix what it finds. Agents with no shell reach it over MCP. | Semgrep Guardian, a plugin for AI coding agents that bundles an MCP server, hooks and skills. Its hooks scan on every file write, and Semgrep names Claude Code, Cursor and Windsurf. |
| Pull request checks | On GitHub. | On GitHub, GitLab, Bitbucket and Azure. |
| Rules you write | Bifrost policies kept in the repository, under .slopcop/policies. | YAML rule files. |
| Charged by | The check: 1,000 free each calendar month, then $0.001 each (pricing). | The contributor, on its paid plans (Semgrep’s pricing). |
What we measured.
DataFlowBench is our own benchmark, so read it as a vendor’s. Its method, every result and the raw evidence are public. Each question is a small test program: does data from a source reach a sink? Half hold a real flow and half a near miss. It put those questions to Bifrost, the open-source engine a SlopCop check runs, and to Semgrep Community Edition.
| Analyzer | Questions | Right | Wrong | No answer |
|---|---|---|---|---|
| Bifrost 0.15.1 | 886 | 527 | 1 | 358 |
| Semgrep CE 1.181.0 | 746 | 132 | 22 | 592 |
- Community Edition, not Semgrep Code
- The benchmark ran Semgrep Community Edition. Semgrep says Community Edition does single-function taint analysis, and that Semgrep Code, in Semgrep AppSec Platform, adds cross-file and cross-function analysis. Semgrep Code is not in the benchmark.
- Out of scope is not wrong
- All 592 of Semgrep Community Edition’s unanswered questions are ones the benchmark sets outside its documented scope before it runs. Bifrost’s 358 are analyses it could not finish, where it makes no claim either way.
- The engine, not a check
- The scores are Bifrost’s on test programs, with sources and sinks the benchmark supplies. A SlopCop check runs Bifrost with SlopCop’s own rules on your change, which the benchmark does not measure, and it does not estimate accuracy on real projects.
| Bifrost | Semgrep CE | |
|---|---|---|
| Questions its rule language can express | 8 of 24 questions in each language. | 10 of 24 questions in each language. |
| Of those, answered right | 7 in Java, 4 in JavaScript and 7 in Python. It left the rest unanswered. | All 10 in each language. |
| With the rules it ships | No answers. It declined all 12 questions in each language. | 8 of Python’s 12 right and 4 wrong. It declined Java’s and JavaScript’s. |
When Semgrep is the better pick.
- You want dependency scanning, secrets scanning and malware protection on the same platform as your code scanning.
- You want one platform to manage and enforce security across an organization.
- Your pull requests are on GitLab, Bitbucket or Azure. SlopCop’s pull request checks run on GitHub.
- You want the cross-file taint analysis of Semgrep Code, which our benchmark did not run.
More comparisons.
SlopCop vs CodeQL
Side by side, with our benchmark of Bifrost and CodeQL in eleven languages and when CodeQL is the better pick.
All comparisons
SlopCop beside CodeRabbit, SonarQube and your coding agent’s own review, and what a SlopCop check is.
Sources.
- How this page was checked
- Each statement about Semgrep comes from Semgrep’s own pages, listed here, as they read on the day given. Each number comes from our own benchmark. Products change, so read their pages before you decide.
- Semgrep
- Read on 11 November 2026: semgrep.dev, semgrep.dev/
products/ semgrep-guardian, docs.semgrep.dev/ writing-rules/ overview, semgrep.dev/ pricing. - Semgrep’s editions
- Read on 12 November 2026: docs.semgrep.dev/
semgrep-pro-vs-oss. - DataFlowBench
- Our own benchmark, version 0.9.2, released on 7 November 2026 and read on 12 November 2026: dataflowbench.slopcop.com. Its method, the frozen snapshot and the cases and raw evidence are public.
- Names
- Semgrep and the other product names on this page are trademarks of their owners. SlopCop is not affiliated with them, and none of them endorses this page.