Apiiro benchmarked AI coding agents by answering ten real security questions using a frontier model reading from a blank slate and the same model querying the Context Graph through MCP.
Published
Signal category
Research & Knowledge
Quote
“We benchmarked it. Ten real security questions, answered two ways: a frontier model reading from a blank slate, and the same model querying the 𝐂𝐨𝐧𝐭𝐞𝐱𝐭 𝐆𝐫𝐚𝐩𝐡 through MCP instead.”
— Apiiro team
Company
Apiiro
Secure your agentic development
- Industry
- Computer and Network Security
- Location
- New York, US
- Company size
- 132 employees
Apiiro Guardian Agent is the control plane for Agentic Development Security. It secures agentic development with a Data Fabric that generates proprietary software architecture graph and risk intelligence graph. AI coding agents generate 5x more code and introduce 10x more risk, while offensive agents discover and exploit vulnerabilities 20x faster. Legacy AppSec was not built for this new reality. This is the perfect storm that Apiiro solves. Apiiro Guardian Agent prevents vulnerable and non-compliant code before it exists, protects coding agents from attacks, AutoFixes the backlog, and consolidates AppSec into a single control plane. Fortune 500 companies including Walmart, USAA, CVS, BlackRock, Bloomberg, TIAA, SoFi, and Shell rely on Apiiro to discover, prioritize, prevent, and AutoFix application risk at scale, from code to runtime. Learn more at https://apiiro.ai
Founded 2019