Multi-file coherent fixes
When a vulnerability spans handler, helper and migration, Cybe AutoFix orchestrates synchronised edits so the patch lands as one coherent change.
Code-to-cloud insurance.
Flagship
VibeDefend
Learns your project's rules, watches every prompt, lets the agent ship secure code from the start.
AI Agents
Scanners
- AI SASTStatic analysis with reachability
- SCADependencies + license risk
- Secret DetectionCatch leaked tokens before commit
- License ComplianceOpen-source license risk, classified
- AI IaCTerraform · Cloudformation · Ansible · K8s
- Container SecurityImage scanning + runtime context
- AI CI/CDGitHub Actions · GitLab CI · Jenkinsfile · Tekton
- AI-BOMAI Bill of Materials · EU AI Act + NIST AI RMF
Product · Cybe AutoFix
Your AI agent for code security autofix.
Cybe AutoFix understands your codebase via our knowledge graph, rewrites the vulnerable lines, and ships a verified pull request.
1export async function getOrdersByUser(req, res) {2 const id = req.query.userId;3 const rows = await db.query(4 "SELECT * FROM orders WHERE user_id = $1",5 [id]6 );7 return res.json(rows);8}
Knowledge graph: no new findingRegression test: passing
1export async function getOrdersByUser(req, res) {2 const id = req.query.userId;3 const rows = await db.query(4 "SELECT * FROM orders WHERE user_id = " + id5 );6 return res.json(rows);7}
CWE-89reachable from GET /api/orderscritical · 9.1
Pull-request native
One-click PRs on GitHub and GitLab.
Documented, bot-signed, gated by your CI. You merge.
fix(orders): parameterise SQL query in getOrdersByUser
Cybe AutoFix detected a SQL injection in api/orders/queries.ts. Parameterised the query and added a property-based regression test that fails on the unsafe string concatenation.
- api/orders/queries.ts+3-1
- api/orders/queries.test.ts+24-0
Knowledge graph: no new findingRegression test: passingCI: greenReviewers: 1/1
Squash and mergeView on GitHub
Two recordings, no edit.
Source code, then dependencies. Same agent, same standard of evidence.
Supported package managers
12 ecosystems, one autofix engine.
Monorepo and polyglot ready
npm: Cybe AutoFix bumps lodash from 4.17.20 to 4.18.1 in package.json (CVE-2021-23337). Patched, tests passed
Advanced remediation technology
Built on a knowledge graph that understands your code.
It reads the whole call graph before it touches a line.
Intelligent code generation
Production-grade code generated by frontier LLMs, constrained by your team's standards and existing patterns.
Regression prevention
Each patch is graded against the knowledge graph: existing security guarantees stay green, no new vulnerability is introduced.
Context-aware remediation
Deep contextual analysis surfaces the root cause and propagation path so the fix addresses the source, not just the symptom.
Reduced MTTR
Mean-Time-To-Remediation collapses from days to minutes. Trust the diff because it ships with the test that proves it.
Learning system
Cybe AutoFix improves with every accepted patch in your codebase, learning your idioms and edge cases over time.
How it works,
in detail.
The documentation walks you through setup, configuration and every option.
Read the docsAgent & AI Integration
Cybe AutoFix
How fixes are built from the knowledge graph, what AutoFix needs, and the review and merge workflow for its pull requests.
Frequently asked
Cybe AutoFix, in plain answers.
What is Cybe AutoFix?
Cybe AutoFix is an AI security agent that automatically remediates vulnerabilities across your codebase. It understands the application context using CybeDefend's proprietary knowledge graph, generates production-ready code, opens a pull request on GitHub or GitLab, and ships a regression test that proves the fix works.
How is Cybe AutoFix different from a traditional autofix tool?
Traditional autofix tools paste templated suggestions tied to a single line of code. Cybe AutoFix reasons over the full call graph, framework idioms, business logic, and regression risk before generating a multi-file coherent patch. The result: patches that fix the root cause and respect your coding standards.
Which languages and package managers does Cybe AutoFix support?
Cybe AutoFix supports 12 package managers across 8 languages: npm, Yarn, pnpm (JavaScript / TypeScript), pip (Python), Gradle and Maven (Java / Kotlin), Cargo (Rust), Composer (PHP), Go modules, RubyGems, NuGet (.NET), and Swift Package Manager. Monorepos and polyglot stacks are first-class.
Where does the AI model run?
Cybe AutoFix runs on a 100% in-house technology stack with zero external API dependencies. Models can be deployed in CybeDefend's isolated EU and US regions, in your VPC, or on-prem in an air-gapped cluster. Whichever you pick, no code and no prompt is sent to a third-party AI API.
Install VibeDefend in 5 seconds.
One command wires every coding agent on your machine to CybeDefend: your business rules, your compliance frameworks, and guards that block destructive calls before they fire.
Install in 5 secondsNode 18.17+
npx -y @cybedefend/vibedefend@latest installAuto-detects
Claude Code
Cursor
OpenAI Codex
Windsurf
VS Code Copilot