Pixee vs Hyrax at a glance
| Pixee | Hyrax | |
|---|---|---|
| Overview | Autonomous security remediation | Autonomous code review + fix |
| Primary focus | Ingests scanner findings, fixes them | Whole-repo audit across 6 domains, opens tested PRs you merge |
| Autonomous fix | Yes, security findings; reported 76% merge rate, 98% false-positive reduction | Yes. Writes the fix in your conventions, runs YOUR tests, 13-step verification, opens a PR, closes the Linear ticket, never auto-merges |
| Validation method | Runs tests before PR | Your own test suite |
| Languages | many | 18 |
| Pricing | Enterprise, top-down (AppSec) | Free (1 repo) / Pro $30/mo / Team $200/mo flat. Usage credits, no per-seat. |
Evaluation criteria
Each tool is measured on the same four criteria, focused on what happens to a finding after it is detected, not just how many findings it produces.
Use-case fit
What job the tool is actually built for, and where it stops.
Fix execution depth
Whether it suggests, commits, or opens a verified pull request.
Validation method
What a proposed fix is checked against before it reaches you.
Pricing transparency
How billing scales, and the gotchas that show up at renewal.
Code review
Pixee
Autonomous security remediation
Hyrax
Autonomous code review + fix
Verdict: Pixee are solid at surfacing issues in a pull request. Hyrax reviews the same code, then takes it further by opening a tested fix.
Autonomous fix and validation
Pixee
Yes, security findings; reported 76% merge rate, 98% false-positive reduction Validated against runs tests before pr.
Hyrax
Yes. Writes the fix in your conventions, runs YOUR tests, 13-step verification, opens a PR, closes the Linear ticket, never auto-merges Validated against your own test suite.
Verdict: This is the clearest split. Most of the field stops at suggestions or comments. Hyrax writes the fix, runs your tests, and opens the PR.
Coverage: whole-repo vs PR-scoped
Pixee
Ingests scanner findings, fixes them. Languages: many.
Hyrax
Whole-repo audit across 6 domains, opens tested PRs you merge. Languages: 18.
Verdict: PR-scoped tools only see what is in the diff. Hyrax audits the whole repository across six domains, so it catches issues outside the current change.
Pricing model
Pixee
Enterprise, top-down (AppSec)
Hyrax
Free (1 repo) / Pro $30/mo / Team $200/mo flat. Usage credits, no per-seat.
Verdict: Most rivals bill per seat or per line of code, which scales with team size. Hyrax uses flat plans with usage credits and no per-seat fee.
Pros and cons
Pixee
- High security-fix merge rate
- Scanner-agnostic triage
- Enterprise-grade
- Security-only
- Scanner-fed, not whole-repo discovery
- Top-down enterprise sales, not self-serve
Hyrax
- Validates fixes against your tests before any PR
- Whole-repo, all code, every commit, not only AI-written
- Usage pricing, no per-seat
- 13-step verification, never auto-merges
- New entrant to the category
- US-only at launch
- No standalone IDE assistant
Where Hyrax fits
Pixee are good at finding issues and pointing them out. Hyrax closes the loop: it audits the whole repository, writes the fix in your conventions, runs your own test suite, and opens a pull request you review and merge.
- Validates fixes against your tests before any PR
- Whole-repo, all code, every commit, not only AI-written
- Usage pricing, no per-seat
- 13-step verification, never auto-merges
Ship clean code. The fix is already written.
Frequently asked questions
What is the main difference between Pixee, Hyrax?
Pixee is a autonomous security remediation. Hyrax is an autonomous code review and fix engine: it audits the whole repository, writes fixes in your conventions, runs your test suite, and opens a PR you merge.
Does Pixee fix code automatically?
Pixee: Yes, security findings; reported 76% merge rate, 98% false-positive reduction. Hyrax writes the fix, runs your own tests through a 13-step verification, opens a PR, and never auto-merges.
How is a fix validated?
Pixee validates against runs tests before pr. Hyrax validates against your own test suite before any PR is opened.
How does pricing compare?
Pixee: Enterprise, top-down (AppSec) Hyrax: Free (1 repo) / Pro $30/mo / Team $200/mo flat. Usage credits, no per-seat.
Which tool is the right choice?
If you need PR comments or static analysis, the established tools are strong. If you want issues found across the whole repo and fixed with tested PRs you approve, that is what Hyrax is built for. Many teams run both.