VibeDoctor vs Hostile Review
An honest comparison. Open-source tool aggregation meets adversarial AI auditing with 100+ hostile agents.
VibeDoctor bundles six open-source tools (Gitleaks, Trivy, SonarQube CE, ESLint, Lighthouse, Puppeteer) into a single dashboard with a health score. It runs pattern matching and CVE lookups — the same checks you could run yourself for free.
Hostile Review offers two tiers. The free baseline scan runs the same open-source tools VibeDoctor uses plus Hyrex, our proprietary pattern engine built from thousands of AI-powered scans, with intelligent AI synthesis. The full scan deploys 100+ adversarial AI agents with persistent cross-chunk memory, enabling them to analyze codebases of any size and find business logic flaws, attack chains, and architectural vulnerabilities that pattern-matching tools structurally cannot detect.
| VibeDoctor | Hostile Review | |
|---|---|---|
| Approach | Aggregates 6 open-source tools | Free baseline (6 tools + Hyrex) and 100+ adversarial AI agents |
| AI Agents | 0 (rule-based tools only) | 100+ specialized across 15 categories |
| Free Tier | 3 scans/day | Unlimited free baseline scans (rate limited) + paid AI scans |
| Proprietary Engine | ✗ | ✓ Hyrex — pattern engine trained on thousands of AI scans |
| Security Depth | Pattern matching + CVE lookup | Adversarial reasoning + attack chain analysis |
| Finds Logic Flaws | ✗ | ✓ |
| Finds Attack Chains | ✗ | ✓ |
| Agent Memory | N/A | ✓ Cross-chunk persistent memory for large codebases |
| Fix Workflows | Copy button (claimed) | Full fix workflow + downloadable ZIP patches |
| Multi-Model | ✗ No AI models | ✓ Claude, DeepSeek, GPT, locally-trained models |
| Compliance Scanning | ✗ | ✓ GDPR, HIPAA, PCI-DSS, SOC2 |
| Performance Review | Via Lighthouse (website only) | ✓ Code-level profiling |
| Quality Tiers | None | 6 (Diamond / Platinum / Gold / Silver / HR Sharona / HR Roasty) |
| Agent Customization | ✗ | ✓ Choose any combination of agents and tiers |
| AI-Readable Docs | ✗ | ✓ Dedicated /ai page for AI assistants |
| Git Integration | GitHub | GitHub + GitLab, zip upload, MCP |
- Tool aggregation — bundles Gitleaks, Trivy, SonarQube CE, ESLint, Lighthouse, and Puppeteer into one dashboard
- Vibe Checks — custom lint rules targeting AI-generated code patterns like hallucinated npm packages and god files
- Health score — weighted score across security, code quality, accessibility, SEO, and "vibe health"
- Free tier — 3 scans per day at no cost
- Website scanning — Lighthouse + Puppeteer scan the deployed site for performance and accessibility
- Free baseline that matches and exceeds VibeDoctor — our free scan runs the same open-source tools plus Hyrex, our proprietary pattern engine with more rules than all the open-source tools combined, plus AI-powered intelligent synthesis
- 100+ agents vs 6 tools — the full scan deploys adversarial AI agents that reason about your code the way an attacker would, then findings are deduplicated through multi-agent consensus
- Persistent agent memory — each agent maintains SAIQL-backed memory across code chunks, building a cumulative understanding of your entire codebase regardless of size. No context window limits
- Finds what tools can't — business logic flaws, multi-step attack chains, privilege escalation paths, and architectural vulnerabilities that no pattern matcher will ever detect
- Fix workflows + ZIP patches — every scan generates a full fix workflow with file paths, line numbers, and step-by-step remediation. Download patched files as a ZIP and drop them into your project, or hand the workflow to your AI coding assistant
- Domino scanning — traces how fixing one vulnerability cascades into breaking others. No other tool does this
- Architectural analysis — collapses related findings into root causes instead of flooding you with duplicates
Same codebase (Django web app, 68 files). Same day. What each scanner found:
| Scanner | Total Findings | Critical | High | Unique Issues |
|---|---|---|---|---|
| Hostile Review (AI scan) | 19 | 10 | 4 | XSS, credential logging, cookie security, session fixation, hardcoded secrets, encryption gaps, CSRF origins, data retention |
| Hostile Review (free baseline) | 218 | 1 | 0 | API key detected, code quality issues, outdated patterns — high volume, lower severity. Hyrex + DeepSeek synthesis grouped by root cause |
| VibeDoctor | 3 | 1 | 1 | API key detected (Gitleaks), unprotected route (SonarQube), console.log (ESLint) |
Our free baseline scan found 218 issues using the same type of tools VibeDoctor uses — plus Hyrex patterns they don't have. Our AI scan found 19 high-confidence issues including critical vulnerabilities that no pattern matcher can detect. VibeDoctor found 3.
VibeDoctor's entire product is our free tier. The same open-source tools they bundle (Gitleaks, Trivy, SonarQube, ESLint) are part of our free baseline scan — plus Hyrex, our proprietary pattern engine with more rules than all those tools combined, plus AI-powered synthesis that groups findings by root cause.
Our full scan goes where tools can't. 100+ adversarial AI agents with persistent memory read every line of your code, trace data flows across files, and find the business logic flaws, authentication bypasses, and attack chains that pattern matching will never detect. Each agent builds a cumulative understanding of your codebase across chunks, so large projects get the same depth as small ones.
One bundles open-source linters. The other includes those linters for free, then deploys an army of adversarial AI on top.
VibeDoctor
Free: 3 scans per day
Paid: $15/mo (push scans, PR reviews, weekly re-scans)
MCP: 10 checks/month free
Free for basic use. Paid tier adds automation. Runs open-source tools you could self-host.
Hostile Review
Free baseline: Unlimited (rate limited) — open-source tools + Hyrex + AI synthesis, no account needed
AI scans: Pay per scan with credits, 6 quality tiers
Subscribers: $20/mo unlimited PR reviews
Free baseline for everyone. Paid AI scans for deeper analysis. No seats, no contracts.
VibeDoctor's Stack
- Gitleaks — regex-based secret scanning
- Trivy — CVE database lookup
- SonarQube CE — static analysis rules
- ESLint — JavaScript linting
- Lighthouse — website performance audit
- Puppeteer — automated browser testing
All open-source. All available for free. The value is bundling them together.
Hostile Review's Stack
- 100+ specialized AI agents with unique adversarial personas
- Hyrex — proprietary pattern engine trained on thousands of scans
- SAIQL-backed agent memory — persistent context across code chunks
- Multi-model: Claude, DeepSeek, GPT, locally-trained models
- Multi-agent consensus eliminates false positives
- Domino scanner traces fix cascades
- Architectural scanner collapses root causes
- AI threat analysis verifies real threats
- Free baseline includes: Gitleaks, Bandit, ESLint, Semgrep, flake8, Hyrex
Proprietary. Built from scratch. Cannot be replicated by installing open-source packages.