Steps of Reproduction

Every AI Finding, Now Comes with Proof

CodeAnt pairs every high-signal finding with steps to reproduce, execution trace, and impact paths, so engineers can verify issues in minutes, not debates.

CodeAnt scans every PR for security risks — injection, config, or API — and suggests fixes using real-time SAST.

CodeAnt scans every PR for security risks — injection, config, or API — and suggests fixes using real-time SAST.

Trusted by Enterprises
Trusted by Enterprises
Trusted by Enterprises

Every finding is reachable and verifiable

CodeAnt AI's AI chat interface answering questions about a pull request with context from code changes and diffs.
CodeAnt AI's AI chat interface answering questions about a pull request with context from code changes and diffs.
CodeAnt AI's AI chat interface answering questions about a pull request with context from code changes and diffs.

Steps of Reproduction, a deterministic validation

Each issue includes a minimal, testable checklist:

  • Entry point (API, job, handler)

  • Trigger condition (payload, headers, flags)

  • Control-flow evidence

  • Observable output

  • Expected vs actual

  • How to confirm the fix

Trace + Attack Path — explainability that builds trust

We show the exact runtime path:

  • Where input should affect behavior

  • Where it gets ignored or misrouted

  • What the system outputs as a result

And when relevant:

  • How this behavior can be abused

  • How impact amplifies across cost, security, or correctness

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1M+ PRs/month

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Lines of Code Scanned
Git Integrations
Bitbucket Integration - CodeAnt AI
Gitlab Integration - CodeAnt AI
Azure Devops Integration - CodeAnt AI
Github Integration - CodeAnt AI
NASDAQ:CVLT ($8 Billion Market Cap)

How CodeAnt’s Code Health Platform Powers Commvault’s 800+ Developers

Enterprise-grade security

HIPAA Compliant - CodeAnt AI
SOC2 Type II Compliant - CodeAnt AI

No code storage

Zero data retention

1M+ PRs/month

Handles effortlessly

1 Billion+

Lines of Code Scanned
Git Integrations
Bitbucket Integration - CodeAnt AI
Gitlab Integration - CodeAnt AI
Azure Devops Integration - CodeAnt AI
Github Integration - CodeAnt AI
NASDAQ:CVLT ($8 Billion Market Cap)

How CodeAnt’s Code Health Platform Powers Commvault’s 800+ Developers

Enterprise-grade security

HIPAA Compliant - CodeAnt AI
SOC2 Type II Compliant - CodeAnt AI

No code storage

Zero data retention

1M+ PRs/month

Handles effortlessly

1 Billion+

Lines of Code Scanned
Git Integrations
Bitbucket Integration - CodeAnt AI
Gitlab Integration - CodeAnt AI
Azure Devops Integration - CodeAnt AI
Github Integration - CodeAnt AI

FAQs

Is this only for security findings?

Is this only for security findings?

Is this only for security findings?

How detailed are the reproduction steps?

How detailed are the reproduction steps?

How detailed are the reproduction steps?

Do traces slow down reviews?

Do traces slow down reviews?

Do traces slow down reviews?

What if the issue isn’t reproducible?

What if the issue isn’t reproducible?

What if the issue isn’t reproducible?

Does this work with feature flags and config-driven behavior?

Does this work with feature flags and config-driven behavior?

Does this work with feature flags and config-driven behavior?

Can reviewers trust the attack path?

Can reviewers trust the attack path?

Can reviewers trust the attack path?

Does this help validate fixes?

Does this help validate fixes?

Does this help validate fixes?

Copyright © 2025 CodeAnt AI. All rights reserved.

Copyright © 2025 CodeAnt AI. All rights reserved.