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ToolDeepCode (Snyk)/10 trustMetrics-checked

DeepCode

Machine-learning code review that finds bugs like a senior reviewer would.

Acquired — still operating

acquired by Snyk Sep 2020; engine lives on in Snyk Code

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About

DeepCode was a Swiss startup founded in 2016 as an ETH Zurich spin-off, billing itself as Grammarly for coders. It trained machine-learning models on millions of lines of open-source code so it could perform semantic, context-aware code review: spotting logical bugs, security vulnerabilities, API misuse, and maintainability issues across files rather than applying hand-written lint rules.

In September 2020 Snyk acquired DeepCode to strengthen the intelligence of its developer-first security platform, with the DeepCode engine living on inside what became Snyk Code. It remains a landmark example of learned, rather than rule-based, static analysis for developers.

What it can do

  • ML models trained on millions of open-source code lines
  • Semantic analysis across files instead of syntax-only rules
  • Security vulnerability and bug detection in pull requests
  • Inline review feedback inside the development workflow

Setup

Historically, developers connected GitHub, GitLab, or Bitbucket repositories and DeepCode reviewed pull requests automatically; the technology now ships inside Snyk Code.

Prerequisites

A Snyk account to use the successor Snyk Code product.

Use cases

code-reviewstatic-analysissecurity-scanningai-code-quality

Works with

Trust score — 7/10

/10 trustMetrics-checked

Scored 7/10 (metrics tier, metrics-v1). Evidence: Verified via vendor site/docs/GitHub and reputable coverage, wave 127; Trending score 70/100 from researcher assessment.

Sources

Every fact above was checked against these sources. Where a claim comes from the provider and couldn't be independently verified, the text says so.