VibeCop detects pattern drift, semantic duplication, hallucinated abstractions, and over-engineering — before they ship to production. Five specialized detectors. One architecture score.
A single score from 0–100 that captures your codebase's structural health. Four weighted axes: Pattern Coherence, Knowledge Reuse, Abstraction Discipline, and Architectural Complexity.
An LLM synthesis layer that reads all detector signals, applies your team's ADRs, and produces a narrative recommendation — approve, request changes, or reject — with cited evidence.
Full dependency visualization with fan-in/out analysis, coupling metrics, and cycle detection. See how a single PR impacts the broader architecture before it merges.
Monitor drift velocity over time. Spot when duplication creeps in, when abstractions diverge, and when pattern variance accelerates — before it becomes tech debt.
Link your GitHub repository. VibeCop installs as a lightweight integration — no CI changes, no config files, no pipeline modifications.
VibeCop automatically triggers on every pull request. Five detector agents analyze the diff against your full codebase graph in under 90 seconds.
The Judge synthesizes all signals into a single narrative — with an Architecture Integrity score, cited findings, and a clear approve/reject recommendation.
Detects code structures that exist without justification — interfaces nobody implements, factories that produce one product.
Finds logic that does the same thing in different words. Not copy-paste — conceptual overlap that fragments your domain model.
Identifies unnecessary abstraction layers, premature generalization, and design patterns applied where a function would suffice.
Spots when new code deviates from your team's established conventions — error handling style, naming, file structure.
Catches hand-rolled implementations of functionality that already exists in your codebase or standard library.
VibeCop is an AI-native code review platform that scores repositories with an Architecture Integrity Index and flags architectural entropy in AI-generated code — hallucinated abstractions, duplicated logic, and pattern drift — before it merges.
The Architecture Integrity Index is a 0–100 score of your codebase's structural health, computed as 100 minus entropy impact. It weighs four axes: Pattern Coherence, Knowledge Reuse, Abstraction Discipline, and Architectural Complexity.
VibeCop runs five detector agents: hallucinated abstractions, semantic duplication, over-engineering, pattern drift, and reinvented utilities. Security and complexity hygiene issues are tracked separately and do not affect the Architecture Integrity Index.
Yes. VibeCop connects directly to GitHub repositories and reviews pull requests. Webhook auto-reviews trigger a full analysis on every PR open and sync — available on paid plans.
VibeCop has four plans: Free Trial at $0 (1 repo, $50/month AI credits), Basic at $49/month (5 repos, $200 credits), Pro at $99/month (20 repos, $500 credits, webhook auto-reviews), and Enterprise with custom pricing.
Linters check line-level style and syntax. VibeCop analyzes architecture-level entropy — whether new code drifts from your team's established patterns, duplicates existing logic semantically, or adds unjustified abstraction — using a full code graph of your repository.
Free trial includes AI credits, full detector suite, and architecture graph.
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