Trust Agent

A Git repository agent that monitors commits in real time, providing unmatched visibility and control over your codebase. Enables the enforcement of security policies and blocking of unsafe code, even code generated by AI.

About Trust Agent

Trust Agent is the core of the Secure Code Warrior Developer Risk Management platform, designed to scale developer-driven security and provide full visibility into risk throughout the development process. The solution analyzes every commit across repositories, correlating it with each developer’s secure coding proficiency in a given language to determine how effectively security principles are being applied.

Trust Agent enables proactive risk management, from monitoring team security maturity to automatically blocking unsafe code changes. With the Trust Agent: AI module, organizations can gain control over AI-generated code, detect unauthorized tools (shadow AI), and enforce policies that ensure even AI-assisted code meets security standards.

As a result, organizations can achieve up to 53% fewer vulnerabilities, shorten review and remediation time, strengthen secure coding culture, and safely integrate AI into software development.

Features of Trust Agent

Integration with All Git Platforms

Trust Agent supports GitHub, GitLab, Bitbucket, and Azure Repos, allowing fast, seamless integration into existing workflows without infrastructure changes. This enables security control to scale across all development environments with minimal effort.

Full Visibility into Code Commits

Analyzes every commit across all repositories, showing who made it, in which language, and how proficient that developer is in secure coding. This helps identify where risks originate and how effectively teams are applying security practices.

Knowledge-to-Risk Correlation

Matches developers’ commits with their secure coding proficiency, as measured in the Secure Code Warrior Learning Platform. This provides risk context for every commit, revealing whether a developer is adequately prepared to make secure changes to critical code.

Policy Enforcement and Security Automation

Allows creation and enforcement of commit-level policies, from soft warnings to full change blocking. This establishes proactive security governance without adding overhead to AppSec teams, as actions are automated directly within the development workflow.

Dashboards for Teams and Repositories

Interactive dashboards visualize team skill levels, commit quality, and policy compliance. AppSec and engineering leaders can track improvement trends, compare team performance, and make data-driven decisions.

Trust Agent: AI

A dedicated module providing full visibility into AI-assisted coding. It tracks which tools (GitHub Copilot, ChatGPT, Gemini, etc.) are being used, what code they generate, and assesses that code’s security. It detects shadow AI and ensures AI-generated code adheres to corporate security standards.

Trust Agent: AI also combines key data sources — such as real-time IDE telemetry and developer secure coding proficiency — to create a unified view of AI-assisted development risk, giving organizations control over the quality and security of automated code.

In-Context Secure Coding Training

Integration with the SCW Agile Learning Platform delivers hands-on missions and training in the same languages and scenarios developers work with daily. This strengthens secure coding skills without slowing down development.

Benefits of Trust Agent

  • Developer-level security reinforcement

    Shifts security left, directly into the development process, before review or deployment. By assessing each developer’s skills and monitoring commits, organizations reduce vulnerabilities early and minimize rework.

  • Visibility and control across the SDLC

    Provides full transparency of every code change, from the first commit to repository merge. This helps AppSec and DevOps teams pinpoint where risks occur, who introduces them, and how to mitigate them efficiently.

  • Development process optimization

    Embedding security policies directly into code reduces review time and remediation of defects. Teams deliver faster and more efficiently as code quality and security improve without added delays.

  • Regulatory compliance and audit readiness

    Provides clear evidence of policy adherence, developer activity, and learning progress, allowing organizations to demonstrate cybersecurity program effectiveness and compliance during audits.

  • Enhanced team productivity

    Organizations implementing Trust Agent report a 2–3x increase in productivity, driven by fewer reworks and faster bug remediation. Developers can write secure code confidently, without sacrificing speed.

Related resources

SCW Trust Agent

A brochure with detailed information about the solution, its functionality, and benefits for your business.

Language: English 

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