Lakera Guard vs CodeQL (GitHub)

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Lakera Guard

LLM security layer that blocks prompt injection data leaks and jailbreaks with a simple API policies dashboards and community to production tiers.

Pricing Free / From $99 per month
Category security
Difficulty Beginner
Type Web App
Status Active
C

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

Feature Tags Comparison

Only in Lakera Guard

llm-securityguardrailsprompt-injectionpolicyapi

Shared

None

Only in CodeQL (GitHub)

code-scanningsecuritystatic-analysisqueriesci

Key Features

Lakera Guard

  • • Single API call to detect injection leaks and jailbreaks
  • • Policies per application route to tailor risk tolerance
  • • Dashboards with attack analytics for compliance needs
  • • Low latency design to protect real time assistants
  • • Custom rules and allow lists for domain specifics
  • • SSO alerting and SLAs on paid production plans

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

Use Cases

Lakera Guard

  • → Protect a public chatbot from injection and jailbreak attempts
  • → Shield agents that browse tools and APIs from exfiltration
  • → Meet compliance by logging and reporting blocked risks
  • → Tune policies to reduce false positives in key paths
  • → Create allow lists for approved actions or domains
  • → Alert security teams with webhooks when threats spike

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

Perfect For

Lakera Guard

security engineers platform teams AI product owners compliance and risk leaders responsible for safe LLM deployments in production

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

Capabilities

Lakera Guard

Risk signals Professional
Policies per route Professional
Analytics and alerts Intermediate
Providers and tools Intermediate

CodeQL (GitHub)

Pull Request Checks Professional
Reusable Libraries Professional
Variant Analysis Professional
SARIF and Dashboards Intermediate

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