Introducing Codacy Skills (Part 3): Let your agent set up test coverage
Codacy tracks four metrics on a repository: issues, duplication, complexity, and coverage. Three of them we work out by analysing the code. Coverage...
Best CodeRabbit Alternatives for AI Code Review, Code Quality, and AppSec Enforcement (2026)
The best CodeRabbit alternatives for AI code review and code security fall into three categories:
How to Get Security Approval for AI Coding Tools: A Technical Governance Blueprint (2026)
Getting security approval for AI coding tools requires replacing verbal assurances with repository-level evidence: a live inventory of which models,...
Pre-Commit vs CI Quality Gates: When Fast-Shipping Moves The Checks Upstream
Teams that ship dozens of pull requests a week eventually run into the same wall: CI-stage quality gates turn into a queue. A developer opens a PR,...
Malicious intent - code agents
Detecting Malicious Intent Across AI-Generated Pull Requests: A Governance Framework for Engineering Leaders
No single pull request has to look malicious to create a serious security problem. One adds logging. Another introduces a background job. A third...
AI Code Review is not enough
AI Code Review Is Not Enough: How Engineering Leaders Should Gate AI-Generated Code
The easiest pull requests to approve are often the ones that deserve the closest inspection. AI-generated code tends to arrive well formatted, well...

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