Your Developers Ship 3x Faster With AI.
But Who Reviews the Chaos?
45% of AI-generated code carries OWASP vulnerabilities. 1,000+ hallucinated packages were weaponized in 2026. Garnet Gate autonomously intercepts package hallucinations, trojan dependencies, and credential leaks before they reach your main branch.
22 "fastify": "^4.26.1", 23 "stripe": "^14.19.0", - "fastify-stripe-webhook-validator": "^2.1.0" + // [INTERCEPTED] Package does not exist on registry.npmjs.org
Dependency "fastify-stripe-webhook-validator" does not exist in the public npm registry. Probable LLM hallucination weaponized for slopsquatting. Package claim intercepted.
The Damage Is Already Happening.
Here's What The Data Shows.
These aren't predictions. They are documented incidents, regulatory deadlines, and verified statistics from 2025–2026.
AI-Generated Code Carries Security Flaws
Nearly half of all code produced by LLMs introduces OWASP Top 10 vulnerabilities—SQL injection, SSRF, XSS—directly into your codebase. AI writes code 2.7x more vulnerable than human engineers.
Source: Industry Security Research 2025–2026Vector: LLMs generate syntactically convincing code without semantic parameter escaping. Common in auto-generated SQL builders, JWT token decoders, and regex parsers.
Garnet Gate Interception: AST heuristic passes intercept unescaped template string interpolations before reaching git tree in <12ms.
Trojan Packages From AI Hallucinations
In August 2026, attackers registered 1,000+ malicious npm/PyPI packages whose names were hallucinated by ChatGPT and Copilot. One fake package was downloaded 30,000 times before detection.
WEL1DROPPER Campaign, August 2026Vector: AI hallucinated fastify-stripe-webhook-validator. Threat actors registered it with an obfuscated postinstall reverse-shell stealing AWS & Stripe env vars.
Garnet Gate Interception: Automated registry verification probes npm/PyPI age & download provenance in RAM, immediately blocking the merge.
EU CRA Fines For Unsafe Software Supply Chain
The EU Cyber Resilience Act (Sept 2026) holds manufacturers legally liable for every dependency in their supply chain. One hallucinated package shipped to production = full legal responsibility and fines up to €15 million.
EU CRA & NIS2 Directive, Active 2026Mandate: Manufacturers must provide automated vulnerability handling and cryptographic dependency verification. Ignorance of AI hallucinations is zero legal defense.
Garnet Gate Interception: Automated PR Audit Trail with cryptographic verification proves full due diligence under CRA & NIS2.
Security Findings Outpacing Human Review
AI increased commit rates 3–4x, but security findings surged 10x. Senior engineers earning $80/hr now spend 4+ hours daily cleaning AI-generated PR garbage instead of building architecture.
Shadow AI & Developer Productivity StudiesCost Metric: Senior Tech Leads spend 20+ hours/month reviewing noisy AI PR diffs filled with silent catch blocks, dead ternary paths, and unpinned imports.
Garnet Gate Interception: Autonomously rejects PRs with inline remediation recommendations before any human engineer is tagged for review.
Garnet Gate intercepts every one of these threats—autonomously, in <15ms, without storing a single byte of your code.
See How It Protects YouFrom Vulnerable to Guarded in 3 Steps
One-click install. No VPS. No webhook config. Your first PR is protected before your next coffee break.
Install in 1 Click
Authorize the Garnet Gate GitHub App to your organization. No YAML configs, no VPS, no DevOps overhead. Takes 30 seconds.
Every PR Scanned in <15ms
When any developer opens a Pull Request, three combat scanners analyze the diff in RAM. AI-slop, hallucinated packages, and leaked secrets are flagged instantly.
Bad Code Never Merges
If threats are detected, the merge button is blocked and inline remediation guidance is published. Your main branch stays clean. Always.
Three Autonomous Defense Engines
Engineered with microsecond AST heuristics and deterministic regex engines. Zero runaway LLM token burns, zero source code storage.
AI-Slop & Tautology Neutralizer
Hunts down lazy AI generation patterns: silent catch blocks swallowing critical errors, tautological ternaries (condition ? true : false), runaway cyclomatic nesting, and leftover ChatGPT conversational debris contaminating production PRs.
[BLOCKED] Silent CatchClause found at session.ts:48
[REMEDIATED] Replaced with structured telemetry logger in 1.4ms
Slopsquatting & Ghost Package Defense
LLMs regularly hallucinate non-existent libraries. Attackers claim these ghost package names on npm and PyPI with weaponized payloads. Garnet Gate halts the PR before an unvetted dependency infects your build pipeline.
[ALERT] 0 lifetime downloads • Created 12m ago
[VERDICT] Slopsquatting Honeypot Intercepted
High-Entropy Secret Interceptor
Traps live AWS credentials, Stripe private keys, RSA certificates, and high-privilege database connection URIs. Context-aware filtering skips test fixtures and .env.example to maintain zero false positives.
[ENTROPY 4.82] Key trapped: `sk_live_51M***`
[ACTION] Masked & quarantined from Git history
Zero-Retention In-Memory Pipeline
Code diffs stream into volatile RAM and are incinerated immediately upon evaluation (garbage-collected). Your proprietary source code never touches disk or training sets. Full compliance with GDPR, NIS2, and SOC 2 standards.
[STREAM] Diff ingested in RAM buffer (24.8 KB)
[AST] 14 invariants evaluated in 11.8ms
[DESTROY] Buffer freed. Residual RAM: 0 Bytes
How Much Does a Codebase Breach Cost You?
A single leaked API key costs $50,000+ in incident response. A hallucinated dependency costs your client's trust forever. Choose the protection that matches your risk.
Agency & Studio
Stop paying $80/hr Tech Leads to clean AI garbage. Save $1,400+/month in review time.
- Unlimited Active Repositories
- Multi-Seat Access (Up to 5 Developers)
- Client-Ready Audit & White-Label PDF
- Zero Data Retention Guarantee (SLA)
- Priority Worker Execution (<2 seconds)
Solo Pro
One leaked secret destroys your freelance reputation. Guard every client contract.
- Up to 5 Active Repositories
- Unlimited Pull Request Scans
- Full 3-Engine Combat Scanners
- Single Commercial License
- Fastify Speed (<15ms response)
Student Pass
Defend every line in your capstone. Graduate with code you truly understand.
- 1 Private Repository (GitHub Classroom)
- AI-Slop & Tautology Cleaner
- Defense Readiness Report (Capstone Defense)
- Requires verified .edu email or valid student ID
“A security guard searches your pockets to find fault and slow you down.
A savior pulls you from the precipice before the fire consumes your house.”We are not here to police your developers. We are here to rescue your enterprise from the catastrophic, resource-hemorrhaging illusion of greedy AI.
Uncompromising Security & Sovereignty
Why industry leaders, agencies, and defense-ready teams trust Garnet Gate to safeguard their code and reputation.
Never. And we can prove it. Your PR diff streams into volatile RAM, runs AST + entropy + invisible watermark scan in <15ms, then is instantly garbage-collected. Never written to disk. Never in database. Never used for training.
Why we do this:
- CTOs in US/AU think "$19 tools sell my code to survive" — we charge $249 so we don't have to.
- CISOs in EU need proof for CRA, NIS2, and FCA March 2027 audits. We give you that proof: Frankfurt-only processing option + Clean Certificate.
We show you the ghosts your IDE can't see across your active sprint. Then you decide.
Install the Garnet GitHub App. Run it across your next 5 pull requests — especially the high-velocity branches with code generated from Cursor, Claude, or Copilot.
Across all 5 free evaluations, Garnet delivers exhaustive production-grade audits in <2 minutes:
- AI Slop Score: Identifies that 45% AI-generated dead weight, swallowed errors, and tautological branches.
- Invisible Watermarks Detected: Pinpoints
U+200Bzero-width characters injected from ChatGPT copy-pastes. - Homoglyph Traps: Flags Cyrillic characters (like Cyrillic '
с') planted to evade filters and break production builds. - Compliance & Security Gaps: Audits supply chain vulnerabilities against EU CRA, FCA, and Australia's SOCI Act standards.
Because it's a scholarship, not a cheap business license. And scholarships have strict gates.
We subsidize at $49/6mo ($8.16/mo) because Sarah at UNSW paid $140k tuition and her visa is on the line for her capstone project. But we hard-gate it with zero exceptions:
- Must verify official
.edu,.ac.uk,.edu.audomain or official student ID. - 1 personal repository only (GitHub Classroom / Capstone).
- Commercial use is strictly forbidden — audited automatically.
- Expires immediately upon graduation.
Why not free? Stanford data proves free courses have a 4% completion rate, while students paying $49 achieve an 82% finish rate. $49 is the psychological skin in the game you need to actually clean your capstone and graduate.
We are the only security gatekeeper that actively purges them.
Every copy-paste from ChatGPT, Claude, or Cursor now carries invisible U+200B and U+200D markers. Turnitin scans for it. Enterprise and FCA auditors scan for it. Your VS Code does not show it.
Garnet detects 12 types, shows you exact coordinates (e.g., auth.ts Line 42: 8 zero-width chars), purges in 1 click, and exports a signed "No Watermark Certificate" for your professor, client, or auditor.