# How to Get Security Approval for AI Coding Tools: A Technical Governance Blueprint (2026)

> Source: <https://blog.codacy.com/how-to-get-security-approval-for-ai-coding-tools-a-technical-governance-blueprint-2026>
> Published: 2026-07-22 19:47:18+00:00

Getting security approval for AI coding tools requires replacing verbal assurances with repository-level evidence: a live inventory of which models, SDKs, and MCP servers exist in your codebase, enforced policy at the pull request stage, and exportable audit records.