One Fix Layer for Every Security Scanner
Your security team runs 5+ scanners. Every one finds vulnerabilities. Not one fixes them. Pixee is the remediation and triage layer that works across your entire tool stack — no rip-and-replace required.
What is scanner-agnostic remediation?
Scanner-agnostic remediation is the ability to automatically triage and fix security vulnerabilities regardless of which scanner found them. Rather than locking remediation to one vendor's ecosystem, a scanner-agnostic platform like Pixee ingests findings from 10+ tools via SARIF and native integrations, eliminates false positives through exploitability analysis, and generates production-quality fixes with a 76% developer merge rate.
5 Scanners, 5 Dashboards, Zero Fixes
Security teams run an average of 5.3 scanning tools — SAST, SCA, DAST, container scanners, IDE-integrated analyzers. Every tool finds vulnerabilities. Not one fixes a single line of code.
Source: Gartner, 2024
The result: five dashboards generating alerts with 71-88% false positive rates across scanners. Fourteen AppSec engineers triaging findings for 500 developers. An industry-wide mean time to remediate of 252 days — because there is no remediation layer in the stack.
Every major vendor says the answer is to consolidate onto their platform. Replace your Fortify with Checkmarx. Replace your Checkmarx with Snyk. Replace your Snyk with GitHub.
The data says the opposite. Enterprise security teams are not consolidating. They run 5.3 tools because different scanners are best at different things. SAST catches code-level flaws. SCA catches dependency risks. Container scanners catch image vulnerabilities. No single vendor is best at all three.
What is missing is not another scanner. What is missing is a remediation and triage layer that works across all of them — eliminating false positives and generating fixes regardless of which tool found the issue.
How It Works: From Any Scanner to Merged Fix
Pixee connects to your existing scanner stack through native integrations and the SARIF standard — consuming findings from every tool in your environment without replacing any of them.
Ingest
Pixee consumes findings from any scanner via SARIF standard or native integration. SonarQube, Checkmarx, Snyk, Veracode, CodeQL, Semgrep, Fortify, GitHub Advanced Security, GitLab SAST, Trivy — and any tool that produces SARIF output.
50+ scanners supportedNormalize
Findings from different scanners are deduplicated and normalized to a common format. When Checkmarx and SonarQube both flag the same SQL injection, Pixee recognizes it as one issue — not two alerts requiring two investigations.
Cross-scanner deduplicationTriage
Exploitability analysis eliminates 80% of false positives regardless of source scanner. Pixee evaluates security controls, code execution paths, authentication boundaries, and deployment context to determine which findings are actually exploitable.
80% false positive reductionFix
For confirmed vulnerabilities, Pixee generates context-aware fixes that match your codebase conventions — using your existing validation libraries, following your coding patterns, respecting your architectural decisions.
76% developer merge rateValidate
Three-layer validation ensures fix quality: constrained generation limits what the fix can change, an evaluation agent independently assesses safety and effectiveness, and your existing CI/CD pipeline runs its standard checks.
30% of generations rejected pre-reviewDeliver
Fixes arrive as pull requests in your existing Git workflow. Developers review in their normal process — a 5-minute review, not a 6-hour manual fix. No new dashboard. No new tool. Same PR review workflow they already use.
5 min review vs 6 hr manual fixSupported Integrations: Scanner Compatibility Matrix
Pixee integrates with security scanners across every major category through native integrations and the universal SARIF standard.
| Scanner Type | Supported Tools | Integration Method |
|---|---|---|
| SAST | SonarQube, Checkmarx (22 rule handlers), Fortify, CodeQL, Semgrep, AppScan, Polaris | Native + SARIF |
| SCA | Snyk, Veracode SCA, GitHub Dependabot, Black Duck, DefectDojo | Native + SARIF |
| DAST | Various DAST tools producing standard output | SARIF |
| Container | Trivy, Grype, Docker Scout | SARIF |
| IDE / Platform | GitHub Advanced Security, GitLab SAST, Azure DevOps | Native |
| Custom | Any scanner that outputs SARIF | SARIF standard |
What is SARIF?
SARIF (Static Analysis Results Interchange Format) is the standard interchange format for scanner results — the USB-C of security scanners. One connector format that works with every tool. If your scanner produces SARIF output (most modern tools do), Pixee can consume its findings and generate fixes.
Cross-Tool Deduplication
When multiple scanners flag the same vulnerability, Pixee deduplicates automatically. One vulnerability, one fix — not five duplicate alerts from five different tools.
Platform Lock-In vs Best-of-Breed
Every major security vendor wants you to consolidate onto their platform. Pixee offers a different path: keep the tools that work, add the remediation and triage layer they are all missing.
| Dimension | Platform Play (Snyk, Checkmarx, Veracode) | Best-of-Breed + Pixee |
|---|---|---|
| Scanner choice | Use THEIR scanner | Use ANY scanner |
| Remediation scope | Only for their findings | For ALL scanner findings |
| Triage scope | Only for their findings | Cross-scanner deduplication + triage |
| Migration path | Rip-and-replace existing tools | Keep existing tools, add remediation |
| Switching cost | High (vendor lock-in, data migration) | Low (Pixee is additive) |
| Best-in-class per category | One vendor covering SAST, SCA, DAST — none best at all three | Best tool for each category |
| Time to value | Months (migration, retraining) | Days (additive layer, same workflows) |
| Air-gapped deployment | Limited (Snyk: no; GitHub: no) | Full self-hosted/air-gapped support |
Why platform vendors cannot match this: Snyk, Checkmarx, and Veracode each sell their own scanner. Recommending that customers keep competing scanners would undermine their own product revenue. Pixee has no scanner to sell — scanner-agnostic positioning is built into the business model, not bolted on as a marketing claim.
See How Pixee Works With Your Scanner Stack
Connect your scanners. Get your first fix in minutes.
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From Our CTO
Enterprise security teams run 5+ scanners because different tools are best at different things. Consolidating onto one vendor’s platform has never been the pragmatic answer. The missing piece is a remediation and triage layer that works across all of them — which is why Pixee was built scanner-agnostic from day one.
Arshan Dabirsiaghi
CTO & Co-Founder at Pixee • Former OWASP Board Member
Frequently Asked Questions
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