Scanning AI-Generated Code Before It Merges: Wiring Scanners into Coding Assistants with MCP
Research found ~40% of Copilot suggestions were vulnerable, and devs using AI assistants trusted their code more. MCP lets you scan before merge.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
Research found ~40% of Copilot suggestions were vulnerable, and devs using AI assistants trusted their code more. MCP lets you scan before merge.
OWASP has ranked prompt injection the #1 LLM risk for two straight editions, yet almost no one scores agent skill packages for it consistently. Here's a rubric.
A critical RCE in Anthropic's own MCP Inspector (CVSS 9.4) and two Cursor CVEs show that giving AI agents tool access creates a new, largely unvetted attack surface.
One overprivileged GitHub token let researchers hijack an AI agent into leaking private repo data via a public issue. Scoping tool access closes that gap.
Low-code AI builders let business users wire agents to live connectors in minutes — but most ship without per-tool scoping, approval gates, or audit trails.
40% of Copilot-generated code contained CWE Top 25 flaws in a 2022 study. Here are the prompt, scanning, and review gates that actually stop AI-written risk.
OWASP's LLM Top 10 names new categories, but most enterprise agent breaches trace back to broken access control and unvalidated input — the classics.
Samsung banned ChatGPT company-wide after three leaks in 20 days. A working framework for data exposure, model supply chain, and access control risk.
In July 2025, ~4,500 shared ChatGPT conversations turned up indexed on Google. Here's why sharable AI chats leak, and how enterprises stop it at the gateway.
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