Validate and fix AI-generated code while it is being written — Shift Left Left — before it ever reaches code review, CI/CD, QA, security gates, or production.
The verification bottleneck is now the software delivery bottleneck.
of committed code is AI-generated or assisted
of developers do not fully trust AI-generated code
always verify AI-generated code before committing
The problem is not that AI writes code. The problem is validating it at AI speed.
Source: Sonar, 2026 State of Code Developer Survey (1,100+ developers).
GCA puts an AI Security Harness directly into the development workflow, before vulnerable code moves downstream. It doesn't scan a repository later — it surrounds the AI development process itself.
Engineering, security, QA, and AI development teams.
Want to accelerate code development with AI but need to make sure they are following industry best practices — so their code is correct, secure, maintainable, debuggable, and ready to check in. Especially on legacy codebases where AI is making sweeping changes.
The Gadriel AI Code Assurance platform validates and fixes AI-generated code while it is being written (Shift Left Left), before it reaches code review, CI/CD, QA, security gates, or production. SAST, SCA, secrets, misconfiguration, IaC, containers, and API findings — one package, replacing six tools in the enterprise stack.
Traditional scanners that run later in the workflow — after the developer has already moved on and the code is blocked by review, CI, QA, or security. Lost context, wasted cycles.
Gadriel performs static code testing through eight pillars: security, compliance, safety, operational, FinOps, coherence, teamwork, and bias.
Go deeper on how Gadriel Code Assurance works, how to install it, and what we learned running it against real AI-assisted codebases.
What GCA is and where it fits in your stack.
Zero to first scan in four commands.
SAST, SCA, secrets, IaC, containers, APIs, and AI-agent risk.
Inline guardrails for Claude Code, Cursor, Windsurf, and more.
Three eras of code validation and why Shift Left Left matters.
Why live OSV feeds beat model knowledge cutoffs.
817 skills vs. one deterministic scanner on a real CVE.
SAST, SCA, secrets, IaC, container, and API checks in one pass — fixing problems while the code is being written, before review, CI, QA, or security gates.
EU AI Act, NIST AI RMF, SOC 2, HIPAA, PCI-DSS, OWASP LLM Top 10 — mapped, evidenced, reproducible.
For AI coding agents (Claude Code, Cursor). Catches issues as the code is written — vulnerabilities never reach git history.
Your code never leaves your machine. No telemetry. No source upload. Nothing transferred to Gadriel.
GCA is free for individual developers. Team plans are $25/month per developer, and enterprise customers can contact us for custom pricing and onboarding.
You have a token — here's the full path from install to your first fixed finding. Takes about 5 minutes. Shift Left Left means the check happens at the AI-coding surface itself — before pull requests, CI failures, QA handoff, or a late security queue.
Install globally with npm, or run it on demand with npx (no install). Works on Linux, macOS (Intel + Apple Silicon), and Windows.
npm install -g gadriel
Paste the token you copied above. It's cached locally so you only do this once per machine (tokens expire in 30 days).
gadriel auth login --token "PASTE_YOUR_TOKEN_HERE"
From your repo root. This scaffolds .security/ and a .claude/ folder with the Gadriel slash-commands, reviewer agents, and skills. It also syncs the OSV vulnerability database for the languages it detects, so your first scan has CVE detection ready — no separate step needed.
cd your-projectgadriel code init
Launch the AI coding tool you already use in the same directory. Gadriel meets you where you work — Claude Code, Cursor, Windsurf, Aider, Continue, GitHub Copilot CLI, and more. The /gadriel-* slash-commands (or equivalent invocations) installed by init are available inside your session.
# If you use Claude Codeclaude# If you use Cursor / Windsurf / VS Code-based toolscursor . # or: windsurf . | code .# If you use a CLI agent (Aider, Continue, Copilot CLI, etc.)aider # or your tool's launch command
Inside Claude Code, type the slash-command. It scans the whole repo (SAST, secrets, dependencies, license, AI-specific risks), writes findings to .security/findings.json, and auto-generates an HTML report.
# in Claude Code/gadriel-scan
The scan drops a self-contained HTML report at .security/reports/index.html. Open it in your browser:
open .security/reports/index.html # macOSxdg-open .security/reports/index.html # Linuxstart .security/reports/index.html # Windows
Each finding has an ID (e.g. CODE-W1-L1-001). Hand one to Claude and it proposes — and where safe, applies — the fix, then re-scans to confirm it's resolved.
# in Claude Code/gadriel-fix CODE-W1-L1-001
Code Assurance is not a generic scanner. It inherits the same eight-pillar frame that defines Gadriel AI Behavior Assurance (GBA) — same vocabulary, same audit-defensible evidence.
Additional languages & runtimes added per feedback.
The Gadriel CLI is monospace, dark field, gold and status-color accents. A clean scan is a clearance. A blocking finding gates deployment.
$ gadriel auth login
→ authenticated · org=acme · seat=12/25
$ gadriel code init
→ policy.yaml written · 8 pillars enabled · local-only
$ gadriel code scan
▸ SAST .................... 14,302 files PASS
▸ SCA ..................... 1,847 deps PASS
▸ SECRETS ................. git-history PASS
▸ CONFIG / IaC ............ tf · k8s · ci PASS
▸ CONTAINER ............... 3 images PASS
▸ API ..................... 47 endpoints PASS
▸ AI-AGENT RISK ........... 6 agents PASS
BLOCKING=0 · STATUS: CLEAREDNo. Gadriel AI Code Assurance (GCA) is 100% local. Scans run on your machine, results stay on your machine. No source upload, no telemetry, nothing transferred to Gadriel.
Traditional scanners ask one question: is the code vulnerable? Gadriel asks eight — across security, compliance, safety, operational, FinOps, coherence, teamwork, and bias. And it is the only scanner that validates the AI agents writing and running inside your codebase, not just the static code.
Full integrations (inline guardrails + scan/fix workflows): Claude Code, Claude Desktop, Cursor, Windsurf, GitHub Copilot, OpenAI Codex, and JetBrains AI Assistant. Report-only (CI-gate + static report, no hooks/MCP): ChatGPT and Google AI Studio.
Gadriel Code Assurance is free for individual developers. Team plans are $25 per month per developer, and enterprise customers can contact us for custom pricing. GBA is priced separately and is available on enterprise plans.
The one-month-free program runs through Q3 2026. General availability targeted for Q4 2026 after cohort feedback and an audit pass. We will not pre-announce features that have not shipped.
One month of free usage. Direct line to engineering. No data transfers — scans run locally on your machine.