NEW

Start with the pressure: sales, launch, abuse, agents, data, or guardrails

SECENG DEFEND

AI Supply Chain Risk Analysis

Find AI supply chain risk before it ships.

Scan AI SDKs, agent frameworks, model loaders, RAG libraries, vector database clients, notebooks, and workflow packages for supply-chain, version, and unsafe-loading risk. SecEng Supply Chain Risk augments SCA with AI-specific context; it does not replace OSV, GitHub Advisory DB, npm audit, pip-audit, Snyk, or existing dependency scanning.

WHICH AI DEPENDENCIES CHANGE RELEASE RISK?

Inventory

Identify AI-relevant packages across npm, Python, Docker, notebooks, and lockfiles.

Interpret

Explain why each AI dependency matters from a security perspective.

Prioritize

Surface unsafe loaders, agent frameworks, workflow tools, version drift, and release risks.

Complement SCA

Consume or complement advisory feeds without claiming to replace dependency scanners.

Core capabilities

What SecEng Supply Chain Scanner does.

AI Package Inventory

Identify AI SDKs, agent frameworks, model loaders, RAG libraries, vector database clients, notebooks, workflow packages, and eval tooling.

Model Loader Risk

Flag risky model loaders, serialization packages, unsafe artifact loading, and packages that should hand off to Artifact Analyzer.

Version Hygiene

Highlight unpinned versions, floating ranges, lockfile gaps, and version drift that can change model or framework behavior.

Advisory Context

Accept advisory feed inputs from OSV, GitHub Advisory DB, npm audit, pip-audit, or existing scanners and add AI-specific interpretation.

Release Readiness

Produce dependency risk findings, lockfile recommendations, and release-readiness signals for engineering review.

SCA Augmentation

Add AI-aware dependency interpretation while keeping existing SCA tools as the vulnerability matching source of record.

Evidence & signals

What you get out of the box.

Dependency Classes

  • AI SDKs
  • Agent frameworks
  • Model loaders
  • RAG libraries
  • Vector stores
  • Notebooks
  • Workflow packages

Risk Signals

  • Unsafe loaders
  • Serialization risk
  • Unpinned versions
  • Version drift
  • Weak lockfiles
  • Advisory candidates

Deliverables

  • AI dependency inventory
  • AI package risk findings
  • Version hygiene findings
  • Advisory context
  • Release readiness signals

AI SECURITY ENGINEERING WORKBENCH

Ready to put SecEng Supply Chain Scanner to work?

AI Dependency Risk is an active-development SecEng Workbench capability available through scoped public-site review conversations. It augments your dependency scanning with AI-specific interpretation, package context, and release-readiness signals.

Also in the Workbench

WHAT AI DO WE HAVE?

SecEng Surface Scanner

Browser, Repo & IDE AI Discovery

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WHERE CAN AI CODE BECOME AN ATTACK PATH?

SecEng Code Scanner

AI Attack-Path SAST

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WHAT DID IT ACTUALLY DO?

SecEng Runtime Proxy

MITM Capture, Replay & Runtime Evidence

Explore

HOW CAN IT FAIL UNDER ATTACK?

SecEng Adversarial Range

AI Red-Team Scenario Harness

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WHAT CAN AGENTS ACTUALLY DO?

SecEng Authority Graph

Agent Authority & Approval-Path Analysis

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WAS RETRIEVAL AUTHORIZED?

SecEng RAG Test Harness

Retrieval & Context Security Test Harness

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SecEng Threat Canvas

AI Threat Modeling & Trust-Boundary Mapping

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SecEng Trust Scanner

Public AI Trust Signal Scoring

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Atlassian Threat Canvas

Security Data Flow Canvas for Jira + Confluence

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SecEng Agent Permission Analyzer

Agent Tool Permission Security Analysis

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SecEng Artifact Analyzer

Static Artifact Intelligence

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SecEng Injection Harness

Prompt Injection Testing

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SecEng Prompt Reviewer

Prompt & Corpus Security Review

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SecEng Model Gateway

Governed AI Routing, Policy Enforcement & Spend Control

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SecEng Program Blueprint Kit

AI Security Program Build

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SecEng Output Safety Tester

AI Output Safety Testing

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SecEng Evidence Scorecard

AI Product Security Assessment & Maturity Scoring

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WHAT CAN YOUR AI TOOLS REALLY DO?

SecEng Tool Capsule Analyzer

AI Tool Capability & Permission Analysis

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WHERE ARE YOUR PRODUCTION PROMPTS?

SecEng Prompt Asset Scanner

Prompt Asset Inventory & Security Review

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WHAT CAN YOUR AGENTS ACTUALLY DO?

SecEng Agent Authority Diff

Agent Authority Review & Hardening

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CAN YOU PROVE WHAT YOUR EVALS COVER?

SecEng Eval Coverage Auditor

AI Security Eval Coverage Evidence

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ARE YOUR AI CONFIGS SAFE TO DEPLOY?

SecEng AI Config Linter

AI Runtime Configuration Security

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AIPSA Evidence Packs

Structured Security Assessment Outputs

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