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DEEP DATA-FLOW ENGINESYSTEM // 002

Intelligent Code Security Review

Deep semantic and data-flow auditing directly within your modern developer workflows.

OVERVIEW & ARCHITECTURAL PHILOSOPHY

Tracks true data flows and cross-file call hierarchies to deliver validated fixes directly into Pull Requests.

Traditional Static Application Security Testing (SAST) tools drown software engineering teams in false alarms because they rely on simple regex checks and lack architectural awareness.

Supradim Intelligent Code Review combines graph-based taint analysis with context-aware LLMs to trace complete data flows across files and services, identifying genuine vulnerabilities and generating developer-ready pull request diffs.

Code Security AuditSASTPull Request ReviewTaint AnalysisAutomated Patching
LIVE MOCKUP & LOGS ACTIVE
supradim / code reviewLIVE PREVIEW
supradim-security bot
BOLA / IDOR detected on order endpoint

HIGH · CWE-639

Validate tenant boundary before querying record.

Suggested change
− Order.findById(id);+ Order.findOne({+ id, tenant: user.tenantId+ });
✓ Validated patch generated▍
CAPABILITY DEEP DIVE

Key Capabilities & Deep Dive

01

Cross-File Taint & Data Flow Analysis

Maps untrusted inputs from entry routes through service transformations to sensitive database sinks.

  • Pinpoints injection flaws (SQLi, Command Injection, SSRF, Deserialization)
  • Understands custom frameworks, microservice RPC bridges, and ORMs
  • Filters out sanitized paths to maintain an ultra-low false alarm rate
02

Native Developer & Pull Request Integration

Seamlessly embeds into GitHub, GitLab, and CI pipelines, providing contextual reviews where developers work.

  • Comments directly on relevant Pull Request code lines with one-click patch proposals
  • Incremental diff scanning completing within seconds during pull request checks
  • Non-blocking feedback loops keeping developer velocity at its peak
03

Automated Patch Generation with Verified Safety

Synthesizes context-compliant code remedies matching your repository’s coding standards.

  • Generates ready-to-merge unit test cases and bug fixes
  • Validates that patches fix the vulnerability without breaking business functionality
  • Provides educational explanations for engineering team upskilling
REASONING PIPELINE

How the System Works

01

Semantic Graph Compilation

Constructs Code Property Graphs (CPGs) combining ASTs, Control Flow Graphs, and Data Dependency Graphs.

02

Taint Propagation Analysis

Traces sources of untrusted external input to dangerous sinks across function boundaries.

03

LLM Contextual Verification

Employs a specialized security LLM to inspect sanitizers, business authorization checks, and logic flow.

04

Pull Request Remediation Bot

Posts clean, actionable patch suggestions and reproduction tests directly to the developer workflow.

TECHNICAL SPECIFICATIONS

Technical Specifications

Supported Languages & Frameworks

LanguagesTypeScript, JavaScript, Python, Go, Java, Rust, C/C++, PHP
FrameworksNext.js, Express, Spring Boot, Django, FastAPI, Gin, Rails
VCS IntegrationsGitHub Actions, GitLab CI/CD, Bitbucket, Jenkins, CLI

Analysis Metrics

Scanning SpeedSub-minute incremental PR scans
Remediation Accuracy> 95% acceptance rate on suggested patches
KNOWLEDGE BASE

Frequently Asked Questions

Q: How does Supradim avoid flooding developers with thousands of false positives?

Unlike legacy SAST scanners that match keyword patterns, our engine tracks complete taint propagation paths and uses LLM verification to verify whether input validation or sanitization occurs anywhere along the execution route.

Q: Does Supradim require uploading our entire proprietary source code?

No. Supradim can be deployed entirely on-premise or within your own private VPC. All code parsing, graph indexing, and model inferences remain strictly inside your security perimeter.

READY TO DEPLOY

See this capability live in your environment.

Schedule a tailored proof of concept with our security engineers. Protect your applications, code, and AI systems with autonomous intelligence.

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