Prbl
Security scanner that finds AI-generated vulnerabilities and fixes them with verified, minimized diff
Prbl's free scan is worth 60 seconds of your time if you're shipping AI-generated code. Its unique AI rewriter that proves fixes don't break behavior is genuinely novel, but it's a specialist layer, not a replacement for Snyk or Semgrep. Teams with heavy AI code should add Prbl to their stack; others can wait. Check your AI-written seams now.
Verified 7d ago · liveness 54/100 · cite: rightaichoice.com/tools/prbl
- Development teams using Cursor, Copilot, or other AI code generators
- Vibe coders building production apps with AI tools
- SaaS startups preparing for SOC 2 audits
- Security-conscious teams deploying AI-generated code
- Organizations without any AI-generated code (use traditional SAST)
- Teams needing broad dependency CVE scanning (use Snyk or Dependabot)
- Enterprises requiring API-first or IDE plugin integration (not yet available)
We scan live Reddit threads, YouTube comments, X posts, G2 reviews and other communities — and hand you an honest verdict in under a minute.
- Honest verdict, not marketing
- Real pros & cons from real users
- Attributed quotes with receipts
3 free scans · no card needed
Skip Prbl if you have no AI-generated code in production, or if you require a CLI, API, or CI/CD integration that Prbl doesn't yet offer.
Going past 10 scans per month on Free requires Pro at $29/month, which may be a jump for light users.
Prbl's free tier is the best way to sample—10 scans/month no credit card. Pro at $29/month suits individual developers and small teams. Team at $99/month is competitive for 10 members, cheaper than many SAST tools. Enterprise at $500+/month is for larger teams needing SSO. Compared to Snyk's free tier and paid plans, Prbl focuses on AI-specific issues, so it's cheaper if that's your only need, but doesn't replace full dependency scanning.
In short
Prbl — Security scanner that finds AI-generated vulnerabilities and fixes them with verified, minimized diff. Best for Development teams using Cursor, Copilot, or other AI code generators, Vibe coders building production apps with AI tools, SaaS startups preparing for SOC 2 audits. Free to start; paid plans from $29/mo.
What's new in Prbl
Checked todayAcross the latest 3 updates: 2 feature updates and 1 news mention.
ATProto Spaces: Alpha Release Enables Non-Public Data
ATProto introduces Spaces, an alpha extension for non-public data. Developers can test in sandbox.
Anthropic Research: Patterns and Problems in Multi-Agent Systems
Anthropic publishes analysis of multi-agent system patterns and emerging problems, advising on orchestration pitfalls.
The Mean Means Nothing: Data Visualization for Latency Debugging
Blog post argues average latency hides outliers; percentile plots better for root-cause analysis.
What people actually say about Prbl — is it worth it?
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
6 mentions across 1 source (Lemmy) · researched Jul 2, 2026.
- +Identifies AI-written code lines and checks integration points.
- +Free scan in 60 seconds without account creation.
- +Specifically targets gaps missed by traditional SAST tools.
- +Integrates with CodeQL for continuous scanning per push.
- +Provides auditable scanner rules for transparency.
- −No user reviews or community feedback to validate claims.
- −Limited to detecting only AI-related vulnerability patterns.
- −Rapid update pace may indicate immature or unstable code.
- −Pricing model unclear beyond freemium tag.
- −No documented integrations with popular CI/CD platforms.
- • No information on paid tier pricing; may be opaque.
- • Potential cost for onboarding or custom integrations.
Viability Score
How well maintained and how widely used is Prbl? Built from what the vendor actually publishes (docs, changelog, tutorials, integrations, pricing), whether the site is live, and how much real users discuss it. How we calculate this
Last calculated: August 2026
How we score →Key Features
- AI-generated line detection (Cursor, Copilot, Bolt, Lovable, Claude)
- Scans AI-human code seams for vulnerabilities
- Detects missing access control on AI-scaffolded routes
- Detects fallback secrets in environment variable lookups
- Detects timing-unsafe webhook signature comparisons
- Detects hardcoded credentials
- Detects SQL injection via string concatenation
- Detects JWT decode without verify
- Baseline capture and fix validation
- AI rewriter applies minimal fixes with clean diff
- Free scan without account creation (60 seconds)
- CodeQL static analysis integration
- pip-audit for Python packages
- Open-source auditable scanner rules
- Mozilla Observatory A+ rating
About Prbl
Prbl is a security scanner built for teams shipping AI-generated code. It identifies which lines were written by AI tools like Cursor, Copilot, Bolt, Lovable, and Claude, then runs targeted checks on those lines—the seams where AI code meets human logic. It detects missing access control on AI-scaffolded routes, fallback secrets in environment variable lookups, timing-unsafe webhook signature checks, hardcoded credentials, SQL injection, and more. You paste a live app URL or public repo and get file-level findings in about 60 seconds, free, no account needed. What sets Prbl apart is its fix-verify loop: after a finding, the AI rewriter applies a minimal fix, captures a behavioral baseline first to prove the app still works, then re-scans to confirm the issue is gone. You review a clean diff before anything merges. It integrates with CodeQL and pip-audit, and scanner rules are open-source and auditable. Prbl is designed to run alongside—not replace—general-purpose scanners like Snyk or Semgrep, filling the specific gap of AI-introduced vulnerabilities. It's for developers, vibe coders, and startups preparing for SOC 2 audits. Pricing starts at $0/mo for 10 scans, Pro at $29/mo, Team at $99/mo, and Enterprise from $500/mo.
Behind the Verdict
Prbl tackles a real problem: AI coding tools can produce functional code with security blind spots that general scanners may miss. Its spotlight on seams—where AI code meets human code—is sharper than a blanket scan. The free tier is generous: 10 scans/month, no credit card, and you get the same detection as paid. The AI rewriter with baseline validation is its standout feature; it doesn't just hand you a patch, it proves the patch doesn't break anything. That's a trust builder. Weaknesses: no CLI, API, or IDE plugin yet, so it can't easily fit into continuous integration or local workflows. It scans via URL only, which may not suit private repos that aren't public. Also, it's narrowly focused on AI-generated code—if your team writes mostly human code, value is limited. For startups preparing SOC 2, it's a handy supplemental evidence source. For enterprises with existing SAST, it runs beside them as a niche layer. For teams without AI-generated code, skip it. Overall, if you use AI tools in production, Prbl is worth trying, especially the free scan. If your codebase is human-written, traditional SAST is still the mainstay.
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Real-world workflow fit
Concrete scenarios for the personas Prbl actually fits — and what changes day-one when you adopt it.
After generating a CRUD app with Cursor, you paste your public GitHub repo URL into Prbl's free scan.
Outcome: Within 60 seconds, you get a list of findings like a missing auth check on a delete route. You approve the AI rewriter's minimal fix, which passes your baseline tests, and re-scan shows zero vulnerabilities—ready to merge.
Before an audit, you run Prbl on your production app URL and public repos to document AI-introduced vulnerabilities.
Outcome: You generate a report showing fixed findings and a clean re-scan, serving as evidence that AI code seams were audited—strengthening your compliance posture.
Your app is built with Bolt and you're about to deploy. You use Prbl's free scan on the app URL to check for AI-left secrets or injection.
Outcome: You discover a hardcoded credential in a route file and use the Pro rewriter to fix it, verified by a behavioral baseline, so you deploy confidently without breaking features.
Use Cases
- Scan any public GitHub repo for AI-generated vulnerabilities in under 60 seconds for free.
- Identify missing authentication on AI-scaffolded CRUD routes before production deployment.
- Detect fallback secrets (e.g., JWT_SECRET || 'default_secret') in environment variable lookups.
- Prepare for SOC 2 audits by auditing AI-generated code for common security gaps.
- Validate that automated fixes preserve baseline behavior before merging.
Models Under the Hood
as of 2026-08-19
Limitations
- Prbl scans via pasted app URL or public repo URL only, with no mention of CLI, API, or IDE integration, which limits automation.
- The free tier provides a quick scan without account creation, while the fix and baseline verification features are part of the Pro product.
- It targets AI-generated code vulnerabilities, complementing other scanners.
- The platform is web-based and no API is documented.
as of 2026-08-17
Verification history
We have re-verified Prbl 5 times since . Each pass re-reads the vendor's own pages and re-checks every listed field against that evidence; passes where nothing had changed are marked as such.
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
- — re-verified summary, description, our verdict, our analysis, pricing model, pricing tiers, features, integrations, who it suits, who should skip it
Free to cite with attribution — this page re-verifies continuously.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Plans compared
For each published Prbl tier: who it actually fits, and what it adds vs. the previous tier. Cross-reference the cost calculator above for projected annual outlay.
Free
$0/mo
Ideal for
Individuals or teams trying Prbl to see if it catches AI-written vulnerabilities, with light scanning needs (10 scans/month, 3 repos).
What this tier adds
Starting tier: 10 scans/month, 3 repos, no credit card—but no rewriter access or paid features.
Pro
$29/mo
Ideal for
Solo developers or small teams actively shipping AI-generated code, needing daily scans and AI-powered fixes.
What this tier adds
Adds 200 scans/day, 50 rewriter credits/month, unlimited repos, and scan history/audit log (vs. Free's 10 scans/month).
Team
$99/mo
Ideal for
Growing teams (up to 10 members) that need shared visibility, higher scan quotas, and priority support.
What this tier adds
Adds 1,000 scans/day across your team, 200 rewriter credits/month, shared dashboard, and priority support vs. Pro's individual limits.
Enterprise
$500/mo starting
Ideal for
Larger organizations requiring unlimited members, SSO, audit logs, and high-volume scanning and rewriter capacity.
What this tier adds
Adds unlimited team members, SSO & audit logs, 1,000+ rewriter credits/month, and dedicated support vs. Team's 10-member cap.
Where the pricing makes sense
The company stage and team size where Prbl's pricing actually pencils out — and where peers do it cheaper.
Prbl's free tier is the best way to sample—10 scans/month no credit card. Pro at $29/month suits individual developers and small teams. Team at $99/month is competitive for 10 members, cheaper than many SAST tools. Enterprise at $500+/month is for larger teams needing SSO. Compared to Snyk's free tier and paid plans, Prbl focuses on AI-specific issues, so it's cheaper if that's your only need, but doesn't replace full dependency scanning.
Setup time & first value
How long it actually takes to get something useful out of Prbl — broken out by persona, not the marketing-page minute.
Set up takes less than a minute: paste your app URL or repo, no account needed for the free scan. Results appear in 60 seconds. For paid features, just create an account and you're ready to scan and fix. No installation or configuration required.
Switching to or from Prbl
How to bring data in from common predecessors and how to get it back out — written for the switcher, not the buyer.
- →From Snyk or Semgrep: Add Prbl as a supplemental layer for AI-specific issues; keep your existing scanner for general CVE coverage.
- ↗To Snyk or Semgrep: If you need broad dependency scanning and CI integration, Prbl's niche focus may not suffice—adopt a general-purpose SAST tool.
Integrations
Resources & Guides
Tutorials & Learning
Official links
Tools that pair well with Prbl
Common stack mates teams adopt alongside Prbl, with the specific reason each pairing earns its keep.
Gecko Security
AI security engineer that finds and fixes exploitable 0-day vulnerabilities across your codebase.
Strix
Autonomous AI pentesting that finds, validates, and fixes vulnerabilities 24/7 across code, APIs, and cloud.
Snyk DeepCode AI
AI-powered code security scanning with hybrid AI and 85%-accurate autofixes.
Featured Head-to-Head Comparisons
Prbl vs Push Security
Choose Push Security if your priority is defending against browser-based attacks (AiTM phishing, session hijacking) and controlling AI tool usage in real-time. Choose Prbl if you're a developer using AI code generators and need to catch vulnerabilities where AI code meets human code. They solve fundamentally different problems — one is for security teams, the other for engineers.
Prbl vs Audioeye
These tools address entirely different problems — security for AI-generated code vs. web accessibility — so choose based on your compliance need. Prbl is freemium and laser-focused on scanning seams where AI code meets human code; AudioEye is a paid enterprise suite for ADA/WCAG compliance with human audits. There is no overlap: pick Prbl if you ship AI-generated code, pick AudioEye if you need accessibility compliance.
Prbl vs Sublime Security
For security-conscious development teams using AI code generators, Prbl offers targeted scanning at AI-human seams with a freemium model. For SOC analysts combatting advanced email threats like BEC, Sublime Security provides low-false-positive AI detection with custom rules. The choice hinges on your attack surface: code vs. email.
Alternatives to Prbl
View allGecko Security
AI security engineer that finds and fixes exploitable 0-day vulnerabilities across your codebase.
Strix
Autonomous AI pentesting that finds, validates, and fixes vulnerabilities 24/7 across code, APIs, and cloud.
Snyk DeepCode AI
AI-powered code security scanning with hybrid AI and 85%-accurate autofixes.
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