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Sigil Blog

Security research for AI tooling

Threat analysis, supply chain intelligence, and practical guides for developers building with AI.

Nexus vs Artifactory vs Sigil for Secure Devs 2026
reviews

Nexus vs Artifactory vs Sigil for Secure Devs 2026

Nexus and Artifactory manage artifacts, while Sigil quarantines and scans code behavior before it runs. This guide compares their roles in a secure 2026 software supply chain for AI and open source.

Feb 27, 2026
Veracode Alternatives for AI Code Security 2026
reviews

Veracode Alternatives for AI Code Security 2026

Veracode excels at SAST and SCA for traditional apps, but for AI agent code and supply chain threats, tools like Sigil add critical pre-execution scanning. This guide compares alternatives and provides a decision framework.

Feb 27, 2026
SBOM for Containers and AI Code 2026
security

SBOM for Containers and AI Code 2026

This guide explains SBOMs as machine-readable inventories for container and AI code components. Discover how to automate SBOM generation, combine it with behavior-based scanning, and address modern supply chain risks.

Feb 26, 2026
Block Hidden Install Hooks in 2026
guides

Block Hidden Install Hooks in 2026

Hidden install hooks let malware execute before code review, evading CVE scanners. This guide provides a concrete playbook to block them using pre-install quarantine, behavior-based scanning, and best practices for CI/CD and local development.

Feb 26, 2026
How Do You Secure AI Agent Code? The Three-Layer Security Stack Explained
guides

How Do You Secure AI Agent Code? The Three-Layer Security Stack Explained

AI developers face a new class of supply-chain attacks that Snyk, Dependabot, and CodeQL weren't built to catch. The three-layer AI security stack combines pre-installation quarantine scanning (Sigil), deep AI-powered vulnerability analysis (OpenAI Aardvark, Anthropic Claude Code Security), and defense-in-depth workflows to protect every stage of AI development—from git clone to production deployment.

Feb 23, 2026
Behavior vs CVE Scanners: 2026 Comparison
reviews

Behavior vs CVE Scanners: 2026 Comparison

This comparison explains how behavior-based scanners detect executable threats like install hooks and data exfiltration that CVE-only scanners miss. Learn which approach to use for AI agent security in 2026.

Feb 21, 2026
Securing Your AI Agent Workflow with MCP + Sigil
guides

Securing Your AI Agent Workflow with MCP + Sigil

Give your AI coding agents security tools via MCP. Scan packages before install, audit repos automatically, and prevent malicious code execution.

Feb 20, 2026
Community Threat Intelligence: How Sigil Gets Smarter
security

Community Threat Intelligence: How Sigil Gets Smarter

Learn how Sigil's community threat intelligence shares detection signatures, tracks publisher reputation, and protects developers from emerging attacks.

Feb 20, 2026
Adding Security Scanning to Your CI/CD Pipeline
tools

Adding Security Scanning to Your CI/CD Pipeline

Set up automated Sigil scans in GitHub Actions, GitLab CI, and other pipelines. Block PRs with malicious code before they merge to production.

Feb 20, 2026
How to Audit an MCP Server in 30 Seconds
guides

How to Audit an MCP Server in 30 Seconds

Found an MCP server on GitHub? Learn how to quarantine, scan, and approve it in 30 seconds before connecting to Claude Code or AI agents.

Feb 20, 2026
Sigil vs Snyk vs Socket.dev: What's Actually Different
industry

Sigil vs Snyk vs Socket.dev: What's Actually Different

Honest comparison of Sigil, Snyk, Socket.dev, Semgrep, and CodeQL. Learn what each tool does well and why these security tools are complementary.

Feb 20, 2026
The 6 Phases of Malicious Code Detection
security

The 6 Phases of Malicious Code Detection

Learn how Sigil's 6-phase scanner detects install hooks, code patterns, network exfil, credentials, obfuscation, and provenance issues with weighted scoring.

Feb 20, 2026

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