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Best security scanners for AI-generated code

Matt Turley, Continuum. Updated 2026-11-05.

We sell Continuum Leak Check and Continuum Ship Check, so we say where the other options fit better. Links to other companies go to their own sites and carry no affiliate codes.

The short answer

Best security scanners for AI-generated code

No single scanner is best for everyone. GitHub Advanced Security (Secret Protection and Code Security) suits teams already hosting code on GitHub that want scanning inside the same platform. Gitleaks suits teams wanting a simple pattern-based scanner for git history and files. Semgrep suits teams that want to write or tune their own code-pattern rules and run scans locally. Snyk suits teams that want dependency, code, container and IaC scanning from one vendor and are fine managing test quotas. One more is covered below. The list is alphabetical and is not a ranking.

How we picked and ordered these

These tools cover different layers: dependency and code scanning on one side, committed secrets on the other. Most teams need one of each, so read the entries as parts of a stack, not as direct rivals. We only feature a tool when a page owned by the vendor or the open-source project backs our description of it.

We do not rank them. Each entry says what the sources report, where it falls short, and who it suits, so you can match one to your own situation. Where a competitor of ours is the better fit, we say so.

We read each source on 2026-11-05. Prices and limits change often, so confirm on the vendor's own page before you buy. A figure marked "one source only" was not matched by a second publisher.

At a glance

At a glance. Alphabetical order, not a ranking. Prices are as reported in the cited sources.
At a glance. Alphabetical order, not a ranking. Prices are as reported in the cited sources.
ToolWhat it isConfirmed priceSuits
GitHub Advanced Security (Secret Protection and Code Security)Built-in repository secret scanning and code scanningGitHub Secret Protection $19 per month per active committer [1]; GitHub Code Security $30 per month per active committer [1]Teams already hosting code on GitHub that want scanning inside the same platform
GitleaksOpen-source secret scannerOpen source $0 [2]Teams wanting a simple pattern-based scanner for git history and files
SemgrepStatic analysis (SAST) with supply chain scanningCommunity Edition (open source engine) $0 [3]Teams that want to write or tune their own code-pattern rules and run scans locally
SnykDeveloper security platform (dependency, code, container, IaC scanning)Free $0 [4]; Team $25 per month [4]Teams that want dependency, code, container and IaC scanning from one vendor and are fine managing test quotas
TruffleHogOpen-source secret scannerOpen source $0 [5]Teams that want to know which leaked secrets are still active
Continuum Leak Check (ours)Free external launch scanLeak Check Free [6]Anyone who wants a free first look at a live app before paying for a deeper review
Continuum Ship Check (ours)Human-reviewed security auditShip Check $299 flat [7]A founder with a finished AI-built app who wants a person to say whether it is safe to launch

The scanners, one by one

GitHub Advanced Security (Secret Protection and Code Security)

GitHub unbundled Advanced Security into Secret Protection and Code Security, billed per active committer.[1]

What the sources say:

  • GitHub Team plan customers can buy Secret Protection and Code Security without upgrading to GitHub Enterprise.[1]

Limits and things to check:

  • Actual billing is based on the number of active committers in the selected private repositories during the billing period; the pricing calculator is an estimate only.[8]
  • As of the 2020 general availability announcement, code scanning was free for public repositories and available for private repositories through Advanced Security on GitHub Enterprise. This may have changed since.[9]

Pricing as reported for GitHub Advanced Security (Secret Protection and Code Security):

  • GitHub Secret Protection: $19 per month per active committer [1]
  • GitHub Code Security: $30 per month per active committer [1]

Plan limits are longer than fit here and some sources disagree on them, so read the limits on the vendor pricing page.

Suits teams already hosting code on GitHub that want scanning inside the same platform. That is our reading of the facts above, not something a source says.

Gitleaks

Detects secrets like passwords, API keys and tokens in git repos and files.[2]

What the sources say:

  • Gitleaks has three scan modes: git (repository history), dir (folders and files) and stdin.[2]
  • Licensed under MIT.[2]

Limits and things to check:

  • The README states Gitleaks is feature complete, with future releases limited to security patches.[2]

Pricing as reported for Gitleaks:

  • Open source: $0 (MIT license) [2]

Suits teams wanting a simple pattern-based scanner for git history and files. That is our reading of the facts above, not something a source says.

Semgrep

An open-source static analysis tool that searches code for bugs and enforces security guardrails, with code analysis running locally by default.[3]

What the sources say:

  • Semgrep Code supports 30+ languages, including Python, JavaScript, TypeScript, Java, Go, C, C++, Ruby and Rust.[3]
  • Semgrep Supply Chain supports dependency scanning for 12 languages across 15 package managers.[3]
  • By default, code is never uploaded because analysis runs locally.[3]

The sources we read state no limits for this one. That does not mean it has none.

Pricing as reported for Semgrep:

  • Community Edition (open source engine): $0 (Engine repository is licensed LGPL-2.1) [3]
  • Team (paid): Starts at $40 per contributor per month [10] One source only, so confirm it on the vendor page.

Plan limits are longer than fit here and some sources disagree on them, so read the limits on the vendor pricing page.

Suits teams that want to write or tune their own code-pattern rules and run scans locally. That is our reading of the facts above, not something a source says.

Snyk

Scans projects with separate Snyk Open Source, Snyk Code, Snyk Container and Snyk IaC products, with plan-based monthly test limits.[4]

What the sources say:

  • Snyk counts a contributing developer by contributions to the default branch of connected private repositories, and counts each developer once even across multiple integrations or repositories.[11]
  • Tests run through the IDE plugin do not count towards test limits.[4]

Limits and things to check:

  • On the Free plan, Snyk Open Source test limit is stated as 400 per month on the usage settings page; an older Snyk FAQ result stated 200. Code 100, IaC 300 and Container 100 tests per month are stated on the usage settings page.[11]

Pricing as reported for Snyk:

  • Free: $0 [4]
  • Team: $25 per month [4]

Plan limits are longer than fit here and some sources disagree on them, so read the limits on the vendor pricing page.

Suits teams that want dependency, code, container and IaC scanning from one vendor and are fine managing test quotas. That is our reading of the facts above, not something a source says.

TruffleHog

Finds leaked credentials across sources such as Git, chats, wikis, logs and filesystems, and can check whether each secret is still live.[5]

What the sources say:

  • For every secret it can classify, TruffleHog can log in to confirm whether the secret is live; verification can be turned off with --no-verification.[5]
  • The README says it classifies over 800 secret types and added over 700 credential detectors with active verification; the two figures are not reconciled on the page.[5]

Limits and things to check:

  • Released under AGPL-3.0 since v3.0.[5]

Pricing as reported for TruffleHog:

  • Open source: $0 (AGPL-3.0 license since v3.0) [5]

Suits teams that want to know which leaked secrets are still active. That is our reading of the facts above, not something a source says.

How to choose a scanner

Start from your situation, not from the list:

  • For teams already hosting code on GitHub that want scanning inside the same platform, start with GitHub Advanced Security (Secret Protection and Code Security).
  • For teams wanting a simple pattern-based scanner for git history and files, start with Gitleaks.
  • For teams that want to write or tune their own code-pattern rules and run scans locally, start with Semgrep.
  • For teams that want dependency, code, container and IaC scanning from one vendor and are fine managing test quotas, start with Snyk.
  • For teams that want to know which leaked secrets are still active, start with TruffleHog.

Open the vendor pricing page for your shortlist before you decide, since plans change.

Where Continuum fits

We make Continuum Leak Check and Continuum Ship Check. Weigh what we say here with that in mind. The tools above are the better choice when you want software you run yourself; ours is the better choice when you want a person to do or read the work.

Continuum Leak Check (ours)

A free, automated launch-readiness scan of a live AI-built app, run from the outside.[6]

What our own page says:

  • It checks reachability, SSL, the auth flow, the payment path, exposed secrets, broken links and performance.[6]

Limits and things to check:

  • It is the outside view only and does not read the code or the database policies.[6]

Pricing as reported for Continuum Leak Check:

  • Leak Check: Free (automated outside view) [6]

Suits anyone who wants a free first look at a live app before paying for a deeper review.

Details on Continuum Leak Check.

Continuum Ship Check (ours)

A flat-fee, human-reviewed written assessment of an AI-built app, delivered by a person rather than a dashboard.[7]

What our own page says:

  • An agent fleet runs the volume scan, then a senior engineer reviews every finding and ranks it by real-world risk.[7]
  • It returns a verdict of fine, fixable or rewrite, plus what will break first and a costed plan.[7]

Limits and things to check:

  • It is a one time project, so it does not watch the app after delivery.[7]

Pricing as reported for Continuum Ship Check:

  • Ship Check: $299 flat (written assessment) [7]

Suits a founder with a finished AI-built app who wants a person to say whether it is safe to launch.

Details on Continuum Ship Check.

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FAQ

Straight answers

Which of these have a free plan?
Gitleaks, Semgrep, Snyk and TruffleHog have a free plan or free tier according to the sources we read. Limits differ, so check each one.
Is this list a ranking?
No. It is alphabetical. Which scanner fits depends on your team, your budget and the problem you are solving.
When were these sources read?
All sources on this page were read on 2026-11-05. Prices and limits change, so confirm on the vendor page before you buy.
Keep reading
Snyk vs Semgrepsnyk vs semgrepSnyk vs GitHub Advanced Securitysnyk vs github advanced securitySemgrep vs GitHub Advanced Securitysemgrep vs github advanced securityAll comparisonsBest of lists, head to heads and alternatives across every area we cover.
Sources
  1. 1. Introducing GitHub Secret Protection and GitHub Code Security, GitHub, 2026-11-05: GitHub Advanced Security (Secret Protection and Code Security)'s own page
  2. 2. Gitleaks GitHub README, Gitleaks (GitHub), 2026-11-05: Gitleaks's own page
  3. 3. Semgrep GitHub repository README, Semgrep (GitHub), 2026-11-05: Semgrep's own page
  4. 4. Snyk Plans and Pricing, Snyk, 2026-11-05: Snyk's own page
  5. 5. TruffleHog GitHub README, Truffle Security (GitHub), 2026-11-05: TruffleHog's own page
  6. 6. Continuum Leak Check on uxcontinuum.com, Continuum, 2026-11-05: Continuum Leak Check's own page
  7. 7. Continuum Ship Check on uxcontinuum.com, Continuum, 2026-11-05: Continuum Ship Check's own page
  8. 8. Estimating the price of Secret Protection, GitHub Docs, 2026-11-05: GitHub Advanced Security (Secret Protection and Code Security)'s own page
  9. 9. Code scanning is generally available, GitHub, 2026-11-05: GitHub Advanced Security (Secret Protection and Code Security)'s own page
  10. 10. Semgrep Transitions to Tier-Based Pricing Model, Bundling All Products in Teams Tier Starting at $40/Contributor/Month, PricingSaaS, 2026-11-05: third-party page
  11. 11. Snyk usage settings docs, Snyk, 2026-11-05: Snyk's own page
Best security scanners for AI-generated code | Continuum