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.
Product · Cybe AutoFixVerified fix rate
Your AI agent for AppSec autofix.
Cybe AutoFix understands your codebase via our knowledge graph, rewrites the vulnerable lines, and ships a verified pull request. Fewer false positives, regression test included.
-const q = "SELECT * WHERE id=" + userInput; db.exec(q);
+const q = "SELECT * WHERE id=$1";+db.exec(q, [userInput]);
Cybe AutoFix · Source code
From vulnerability to merged PR.
Cybe AutoFix instantly corrects vulnerabilities across source code, IaC, secrets and CI/CD. Like a senior security engineer reviewing every diff, it proposes context-aware fixes, never just alerts.
Full-spectrum coverage
Source code, infrastructure-as-code, secrets, CI/CD configurations, all remediated by the same agent, with the same standard of evidence.
One-click remediation
Cybe AutoFix opens a detailed pull request the moment a vulnerability is confirmed. Reviewers get the diff, the test, and the rationale.
Senior-engineer reasoning
The agent reads your codebase like a teammate: framework conventions, test setup, business rules. The fix is production-ready, not boilerplate.
AutoFix · source code
Cybe AutoFix · Dependencies
Direct + transitive, fixed in the safest path.
Cybe AutoFix detects every reachable vulnerability in your dependency tree, picks the safest upgrade path, and verifies the fix in an isolated build before opening the PR. No surprise breakage, no theatre.
Smart remediation
Both direct and transitive dependencies are bumped, together when they should be, separately when isolation is safer.
Risk-free updates
Each upgrade is built and tested in an isolated environment. We only ship the PR once the patch passes your existing test suite.
Universal support
12 package managers, 8 languages, monorepos, polyglot stacks. From npm and pip to Gradle, Cargo, and Swift PM.
AutoFix · dependencies
Supported package managers
12 ecosystems, one autofix engine.
12 package managers · 8 languagesMonorepo and polyglot ready
npm
Yarn
pnpm
pip
Gradle
Maven
Go modules
Cargo
Composer
RubyGems
NuGet
Swift PMAdvanced remediation technology
Built on a knowledge graph that understands your code.
Most autofix tools paste boilerplate. Cybe AutoFix reasons about the full call graph, the framework idioms, and the regression risk before it touches a line. Four engines power every patch.
Intelligent code generation
Production-grade code generated by frontier LLMs, constrained by your team's standards and existing patterns. Business logic is preserved.
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.
Pull-request native
One-click PRs on GitHub and GitLab.
Cybe AutoFix slots into your Git workflow. Each fix is delivered as a documented pull request with the vulnerability summary, the patch rationale, and the regression test that proves it.
- Bot-signed commits, auditable, attributable, GPG-verified.
- CI-gated merge, patch only lands when your existing pipelines stay green.
- Rollback in one click, every patch keeps a revert trace and root-cause note.
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+8-3
- api/orders/queries.test.ts+24-0
Knowledge graph: no new findingRegression test: passingCI: greenReviewers: 1/1
Squash and mergeView on GitHub
Why Cybe AutoFix
Beyond traditional autofix solutions.
Comprehensive understanding
The knowledge graph surfaces the full application context for every fix, never just the line where the scanner fired.
Developer-ready code
Patches respect your coding standards and architecture. Reviewers ship them with minimal to zero manual adjustment.
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.
Enterprise-grade security & privacy
Owned, not rented - your code stays yours.
For developers
Self-hosted AI models
Your data never leaves your infrastructure. Run our models in your VPC, your air-gapped cluster, or our SOC 2-isolated EU and US regions.
For security teams
Proprietary technology stack
100% in-house engineering. Zero external API dependencies. Every model, every embedding, every vector store ships under our control plane.
For organisations
Knowledge graph technology
Advanced code parsing, taint tracking, and regression analysis powered by our own Security Code Knowledge Graph, the spine of every Cybe product.
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: 90% fewer false positives and patches that 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 SOC 2-isolated EU and US regions, in your VPC, or on-prem in an air-gapped cluster. Your code never leaves your infrastructure.
Get started
Install free in your IDE. First scan in 5 minutes.
No credit card. No setup call. Pick your agent, paste the command, and Cybe enforces your rules from the very next prompt.
Region
claude mcp add cybedefend --transport http https://mcp-eu.cybedefend.com/mcpHosted MCP, no install. Just register the URL with your agent.