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GitHub makes AI Scan for pull requests generally available

GitHub made AI Scan for pull requests generally available. It scans changed code in languages and frameworks outside current CodeQL coverage, including PHP, Shell, Terraform HCL, Dockerfiles, JSP and Blazor. Findings are advisory: they cannot fail the code-scanning check or block a merge, and scans exclude forks and Dependabot pull requests. Public repositories can use it without a Copilot license; private and internal organization repositories require GitHub Code Security or Advanced Security and consume Code Security AI Credits.

Imported from the existing research archive. Migration preserves the recorded judgment and is not a fresh verification.

What this means for you

For AppSec teams, the scanner is now a supported production option with explicit billing and policy limits. GA does not make the model deterministic or independently validated, so rollout should track false positives, missed findings, credit use and reviewer load.

Evidence & related material

Background · Historical record, not rechecked

GitHub AI Scan for pull requests no longer requires CodeQL default setup on each repository. Existing organization or enterprise enablement now reaches all eligible repositories under the same permission hierarchy. The feature remains a public preview for organization-owned and personal repositories on github.com. It requires GitHub Advanced Security and does not support GitHub Enterprise Server.

Subsequent changes

Update · 2026-10-15

AI Scan reaches GA with explicit billing and merge-control limits

Technical details & scores
Status generally available
Scope organization-owned and personal repositories on github.com
Requirement Removed CodeQL default setup per repository
Requirements GitHub Advanced Security plus code scanning and AI Scan enabled by repository, organization or enterprise policy
Unsupported GitHub Enterprise Server
Coverage pull-request changes beyond current CodeQL language and framework coverage
Enforcement advisory only; cannot fail checks or block merges
Exclusions fork and Dependabot pull requests
Billing Code Security AI Credits; public repositories eligible; private/internal organization repositories require Code Security or Advanced Security
Technical impact 3
Engineering value 4
Adoption signal 4
Maturity 2
Verification cost 2
Risk 3