CodeQL (GitHub) vs HiddenLayer
Compare security AI Tools
0% Similar based on 0 shared tags
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CodeQL (GitHub)
Semantic code analysis engine used for code scanning queries and security research free for public repos and part of GitHub Advanced Security for private code.
Pricing Free / Contact sales
Category security
Difficulty Beginner
Type Web App
Status Active
H
HiddenLayer
Enterprise platform for AI security across the model lifecycle, covering supply chain risk, runtime defense, posture management and automated red teaming.
Pricing By quote
Category security
Difficulty Beginner
Type Web App
Status Active
Feature Tags Comparison
Only in CodeQL (GitHub)
code-scanningsecuritystatic-analysisqueriesci
Shared
None
Only in HiddenLayer
ai-securitymodel-protectionposturered-teamingenterprise
Key Features
CodeQL (GitHub)
- • Free code scanning for public repositories on GitHub dot com
- • Advanced Security brings enterprise features for private repos
- • Declarative query language to model flows and data dependencies
- • Extensive query packs and libraries maintained by community
- • CI integrations with SARIF outputs for routing and dashboards
- • Variant analysis to find bug families across services
HiddenLayer
- • Supply chain checks for models datasets and dependencies
- • Runtime monitoring for adversarial inputs and abuse
- • AI security posture management with policies and alerts
- • Automated red teaming and jailbreak testing
- • Dashboards and reports for audits and leadership
- • Integrations with SOC tools and marketplaces
Use Cases
CodeQL (GitHub)
- → Gate pull requests with code scanning before merge
- → Build organization rulepacks based on past incidents
- → Run variant analysis to remove whole bug classes at once
- → Export SARIF to SIEM and dashboards for leadership views
- → Educate developers with precise fix examples in checks
- → Schedule repo wide scans to catch drift and regressions
HiddenLayer
- → Harden LLM apps against prompt injection
- → Detect model abuse or extraction attempts
- → Prove AI control coverage for audits
- → Monitor third party model supply chain risk
- → Run continuous adversarial tests pre release
- → Consolidate AI telemetry into SIEM
Perfect For
CodeQL (GitHub)
app sec engineers dev leads and platform teams that need explainable static analysis free for public repos and governed features for private code
HiddenLayer
CISOs SOC leaders ML platform owners and compliance officers scaling AI in regulated or high risk environments
Capabilities
CodeQL (GitHub)
Pull Request Checks Professional
Reusable Libraries Professional
Variant Analysis Professional
SARIF and Dashboards Intermediate
HiddenLayer
Supply chain and assets Professional
Runtime monitoring Professional
Posture management Intermediate
Automated red teaming Intermediate
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