Guardian Agent

Secure your agentic development. With one agent. Built on your Data Fabric.

Prevent risk before code exists. AutoFix your backlog. Protect your coding agents.

AppSec

Outcomes

The Guardian Agent delivers three outcomes for CISOs and CIOs by executing actions and measuring success - making them Claude-ready and Mythos-ready.

Reduce risk

Prevent new risks to stop the bleeding, while automatically fixing existing risks to reduce the backlog and protecting the agents from attacks.

Reduce cost

Consolidate legacy AppSec tools and automate manual security and risk assessment processes to eliminate expensive rework.

Meet compliance

Continuously meet compliance with automated evidence collection and policy enforcement for every feature and code change.

Actions

The Guardian Agent executes actions that empower AppSec and dev teams to deliver measurable outcomes for CISOs and CIOs.

How it works

Three steps to prevent risk before code exist and AutoFix your backlog

Connect your stack via API

Plug into SCM, coding agents and optionally to your CI/CD, container registry, cloud, and security tools via API / CLI / MCP / Hook.

Build your Data Fabric

The Guardian Agent maps your software architecture - from design to code to runtime - and business risk in a single Data Fabric.

Act on the risks that matter

The Guardian Agent prioritizes risks and AutoFixes them to reduce the backlog, while preventing new risks to stop the bleeding.

Guardian Agent turns posture into action

Discover

Discover AI usage in code (AI BOM)

Discover, inventory and catalog AI models, agents, MCP servers, AI datasets, 3rd-party services, and everything inside your codebases

Discover AI supply chain (AI BOM)

Discover and inventory the AI tools your developers and coding agents use, including IDEs, extensions, skills, plugins, and MCP servers.

Discover API in code (API BOM)

Discover, inventory, and classify APIs directly from code, including endpoints, methods, sensitive data exposure, authentication, and ownership.

Discover Open Source dependencies and licenses

Discover, inventory, and track open-source dependencies, licenses, end-of-life (EoL), versions, vulnerabilities, and where they are used across your software architecture graph.

Discover internally developed packages

Discover and inventory internally developed packages, shared libraries, ownership, versions, and downstream impact across the software graph - powered by patented Deep Code Analysis (DCA).

Discover Cryptography BOM (CBOM)

Discover, inventory, and assess cryptographic usage in code, including encryption, hashing, keys, secrets, certificates, algorithms, and KMS implementation.

Discover Pipeline BOM (PBOM)

Discover, inventory, and map CI/CD pipelines, build systems, artifacts, registries, deployment flows, and the software delivery paths from code to runtime.

Discover technologies in code

Discover, inventory, and catalog frameworks, languages, databases, SDKs, libraries, infrastructure-as-code, exit points, and technologies used across your codebases.

Discover and visualize your Software Architecture Graph

Visualize your evolving software architecture from code to runtime, including micro-services (modules), APIs, OSS dependencies, data flows, technologies, AI, code ownership, and more.

Assess

Assess risk with a unified policy and risk engine

An open, graph-based risk engine that correlates findings from 1st/3rd-party tools, maps them to your software graph, detects toxic combinations/blast radius, and prioritizes business-specific risk.

Assess AI risk across code and supply chain

Assess AI usage risks across code and the software supply chain - including dependencies, models, coding agents, MCP servers, skills, extensions, and more.

Assess risk across code modules (micro-services)

Continuously assess the risk of every code module (service) using software architecture context - from code to runtime - including code ownership, exposure, threat intel, and business impact.

Assess risk across every code repository

Continuously assess the risk of every code repository using software architecture context - from code to runtime - including code ownership, exposure, threat intelligence, and business impact.

Assess risk across every business application

Continuously assess the risk of every application using software architecture context - from code to runtime - including code ownership, exposure, threat intelligence, and business impact.

Assess risk across every artifact

Continuously assess the risk of artifacts (containers) using software architecture context - from code to runtime - including code ownership, exposure, threat intelligence, and business impact.

Assess risk across every software build and release

Continuously assess the risk of every build and deployment pipeline using software architecture context - from code to runtime - including code ownership, exposure, threat intelligence, and business impact.

Assess risk across every SBOM for 3rd-party applications

Continuously ingest, assess, manage, and track Software Bill of Materials (SBOMs) across your your codebases, software supply chain (OSS), and 3rd-party applications.

Prevent

Prevent risk before code exist with secure prompt

Prevent coding agents from generating vulnerable and non-compliant code by seamlessly enriching prompts with context from your software graph and organizational policies

Prevent risk before it reaches your source code manager

Prevent coding agents and developers from committing vulnerable and non-compliant code to SCM - stopping the bleeding before risk enters the codebase.

Prevent risk at the design phase

Detect threats across feature requests, diagrams, and design specs - then generate contextual countermeasures using the associated repository’s software architecture graph.

Detect

Detect application vulnerabilities with AI-powered SAST

AI-powered SAST that uses context from the customer’s software graph - from code to runtime - and business risk to detect vulnerabilities, validate true positives, identify false positives.

Detect open source vulnerabilities a licenses with AI SCA

Continuously detect vulnerable and malicious OSS components and risky licenses using AI-powered context from the customer’s software graph - from code to runtime - and business risk.

Detect software supply chain security vulnerabilities and misconfigurations

Continuously detect CI/CD pipeline and source code management (SCM) misconfigurations, vulnerabilities, exposures, and supply chain risks.

Detect vulnerable AI frameworks, skills, extensions, plugins, and MCP servers

Continuously detect and manage risks across AI coding agents, IDE extensions, MCP servers, skills, plugins, and other AI development tools.

Detect and validate secrets, including leaked secrets

Continuously detect and validate exposed, hardcoded, and leaked secrets across code history, pipelines, AI tools, and documentation.

Detect Infra-as-Code (IaC) misconfigurations

Continuously detect misconfigurations and policy violations risks across IaC, Docker, and Kubernetes configurations - correlated with the customer’s software graph from code to runtime.

Detect API security risks in code with runtime content

Continuously detect unauthenticated, shadow, and risky APIs exposing sensitive data (PII, PCI, PHI) directly in code, with automatic correlation to runtime deployment and compensating controls.

Detect sensitive data in code and exposure through APIs

Continuously detect and classify sensitive data (PII, PCI, PHI) across code repositories, APIs, and software assets using context from the software graph.

Detect material code and design changes and drifts

Continuously detect material code, design, and architecture drift across code modules, repositories, APIs, AI and other software assets before they become risk.

Manage

Manage risk by orchestrating all 1st and 3rd-party tools

Open data fabric with 100+ integrations of 3rd-party tools including: SAST, SCA, Secrets, API Security, WAF, Cloud Security, Container Security, MAST, Bug Bounty, and more.

Manage risk with unified visibility and risk-based prioritization

Unify, correlate, de-duplicate, prioritize, and manage AppSec risks across 1st and 3rd-party tools using context from the customer’s software graph and business risk.

Manage risk with built-in and customizable dashboards

Practitioner, developer, and executive dashboards to measure, prioritize, and track application risk, fix progress, compliance, and KPI performance.

Manage risk with automated, risk-based workflows

Automate risk-based approvals, acceptance, SLAs, and fix workflows across AppSec, development and GRC teams.

Manage compliance with built-in and customizable reports

View built-in and generate customizable risk and compliance reports to measure AppSec posture, track fixes, and support audit readiness.

Manage risk with automated pen-test scoping and lifecycle management

Automatically scope, prioritize, and manage penetration testing based on material changes, software architecture, and business risk.

Manage risk with agentic threat hunting

Continuously investigate, correlate, and hunt threats across codebases and the software supply chain using code-to-runtime software graph context, threat intelligence, and business impact.

Manage compliance with agentic evidence collection

Continuously collect, validate, and organize compliance evidence across your agentic development lifecycle, so every audit is always ready.

Fix

Fix code risks at scale with bulk actions

Automatically fix SAST, SCA, Secrets, container, and IaC risks with AI-generated, context-aware fixes tailored to the customer’s software architecture, policies, and compensating controls.

Fix code risks directly from the IDE or coding agent

Guide coding agents to AutoFix SAST, SCA, API, Secrets, container, and IaC risks with context-aware fixes tailored to your software architecture, policies, and compensating controls.

Fix code risks faster by automatically assigning them to the right code owner

Automatically map software components and risks to the right code owners using material change detection, enriched with organizational context from 3rd-party tools to accelerate remediation.