Hostile Review is in Beta Launch โ€” The Goal is Perfection

DeepSource vs Hostile Review

An honest comparison. Automated code quality with AI autofix meets adversarial AI auditing with 108 hostile agents.

TL;DR

DeepSource is an automated code quality platform — 5,000+ deterministic rules plus an AI review agent that catches bugs, anti-patterns, and security issues, then auto-generates multi-file fix PRs. Trusted by 3,700+ companies.

Hostile Review is an adversarial code audit — 108 specialized AI agents that assume your code is broken and prove where. Broader scope, deeper hostility, on-demand.

At a Glance
DeepSourceHostile Review
Approach5,000+ rules + AI review agent + autofixAdversarial multi-agent AI audit
AI Agents1 AI reviewer + deterministic rules108 specialized across 14 categories
Auto-Fix Multi-file PRs via AutofixRemediation guidance (no auto-PRs)
When It RunsEvery commit, continuousOn-demand scans
PricingFree (public repos) + ~$15–19/user/moPay per scan, no seats
Free Tier Public repos free Demo scans (20 files)
Git IntegrationGitHub, GitLab, Bitbucket, Azure DevOpsGitHub repos, zip upload, paste
Languages10+ (Python, JS, Go, Java, C++, Rust...)Any (AI-reasoned)
ScopeCode quality + security + performance14 categories including compliance, AI, a11y, cloud
What DeepSource Does Well
  • Hybrid detection — 5,000+ deterministic rules for precision plus an AI agent for nuanced review. Best of both approaches
  • Autofix PRs — automatically generates multi-file pull requests that fix detected issues, not just flag them
  • Zero CI dependency — can analyze repos without requiring CI pipeline changes. Connect and scan
  • Continuous scanning — every commit is analyzed automatically. Issues are caught the moment they're introduced
  • Multi-repo dashboard — unified view of code health across all your repositories
  • Developer-friendly — free for public repos, fast setup, clean interface. Built for developers, not security teams
  • Performance detection — catches anti-patterns, dead code, and performance issues alongside security and quality
What Hostile Review Does Well
  • 108 specialized agents vs 1 — each agent attacks from a different angle, then findings are deduplicated and consensus-ranked
  • 14 review categories — goes far beyond quality and security: compliance (GDPR/HIPAA/PCI), AI security, accessibility, i18n, cloud infrastructure, data pipelines
  • Cross-file attack chains — finds vulnerabilities that span multiple files and components, where the issue isn't in any single file
  • Business logic vulnerabilities — catches flaws in application logic that no deterministic rule can detect
  • Adversarial mindset — agents assume hostile intent. They're trying to break your code, not improve it
  • No per-seat pricing — one scan costs the same whether you have 2 developers or 200
  • Granular control — choose which agents, which quality tier, which files. See the cost before you scan
Pricing Model

DeepSource

Free: Public repos (unlimited)
Pro: ~$15–19/user/month
Enterprise: Custom

Per-seat model. Continuous analysis included. Generous free tier for open-source. Paid plans add private repos, advanced features, and priority support.

Hostile Review

Free: Demo scans (20 files, no account needed)
Credits: Pay per scan, 5 quality tiers
Subscribers: 50% off all scans

Pay-per-scan model. No seats, no contracts. You choose agents, tiers, and files. A team of 200 pays the same as a solo developer.

How Smart Teams Use Both
Every Commit
DeepSource scans continuously and auto-generates fix PRs. Quality issues, anti-patterns, and common security bugs are caught and fixed automatically.
Code Health
DeepSource's multi-repo dashboard tracks code health trends over time. Team leads see which repos need attention at a glance.
Before Release
Hostile Review runs a full adversarial audit — catches business logic flaws, compliance gaps, AI security risks, and cross-file attack chains that continuous scanning can't see.
Quarterly Audit
Run Hostile Review's full 108-agent scan. Find what slipped past 5,000 rules — the novel attack vectors, architectural weaknesses, and zero-days that deterministic analysis wasn't built to find.
Try a Free Demo Scan
No account needed. See what 108 hostile agents find in your code.
vs CodeRabbit
PR review
vs Qodo
Dev platform
vs Copilot
AI assistant
vs Snyk
Security platform
vs Kolega
Auto-remediation
vs Semgrep
Pattern SAST
vs SonarQube
Code quality
vs Veracode
Enterprise SAST
vs Checkmarx
Unified AppSec
vs DeepSource
Code quality + AI
vs Aikido
All-in-one security
vs Black Duck
Gartner Leader
vs Greptile
AI code review
Autonomous Adversarial Code Validation
HostileReview is powered by our CodeForge Engine Ask AI About Us
S
Sharona-AI
Online