DeepSource vs ShipIt Clean

An honest comparison. Automated code quality with AI autofix meets adversarial AI auditing with 100+ 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.

ShipIt Clean is an adversarial code audit — 100+ specialized AI agents that assume your code is broken and prove where. Broader scope, deeper hostility, on-demand.

At a Glance
DeepSourceShipIt Clean
Approach5,000+ rules + AI review agent + autofixAdversarial multi-agent AI audit
... rules & growing with every scan
AI Agents1 AI reviewer + deterministic rules100+ 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 ShipIt Clean Does Well
  • 100+ 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.

ShipIt Clean

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
ShipIt Clean 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 ShipIt Clean's full 100+ 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 100+ hostile agents find in your code.
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