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More logic errors in AI-generated code
Stanford/UIUC Research
42%
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GitHub 2024
Framework reinvention: This implements a fixed 1-second delay, but your codebase already has exponentialBackoff() in utils/retry.ts that handles jitter, max retries, and circuit breaking.
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feat: Add retry logic for API calls
opened 2 hours ago by @junior-dev
Framework reinvention detected
Your PR implements custom retry logic 67 lines. This repo already has RetryableOperation in commons/utils.ts.
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Implemented APIFY scraper to search profiles based on dynamic keywords
By shivanikakrecha • Approved (with conditions)
Quality Radar
Five core dimensions of code quality
This PR introduces a comprehensive LinkedIn contact search feature integrating Apify with AI-driven match evaluation. It improves the codebase by adding strong type safety and clear separation of concerns, but introduces some technical debt related to unused API fields.
Findings (11)
Technical Debt Notes
Unused API fields 'seniority_levels' and 'section_*' create misleading API surface.
Tight coupling to SimpleLLM.run() return type is fragile and should be documented.
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fix: address critical security issues and code quality improvements
By biyer Approved (with conditions)
Critical captcha logging fixed; improved CORS and auth tests; minor logging and test warnings remain. While some tech-debt remains around logging full SQL queries and payloads, and test brittleness, these are warnings rather than blockers.
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Core PR & Repo Intelligence: Consistent code quality across distributed teams
| Feature | SlopBuster | GitHub Copilot | CodeRabbit | SonarQube | Aikido | Greptile | Qodo | Panto AI | Sourcery |
|---|---|---|---|---|---|---|---|---|---|
| Codebase-aware reviews | |||||||||
| Contextual explanations | |||||||||
| AI slop detection (reinvention, band-aids) | |||||||||
| Progressive feedback (1-3 issues) | |||||||||
| Interactive Q&A per finding | |||||||||
| Zero configuration | |||||||||
| GitHub / GitLab integration |
Governance & Quality: Enforce architectural standards across every pull request
| Feature | SlopBuster | GitHub Copilot | CodeRabbit | SonarQube | Aikido | Greptile | Qodo | Panto AI | Sourcery |
|---|---|---|---|---|---|---|---|---|---|
| Stops framework reinvention | |||||||||
| Repo-specific pattern enforcement | |||||||||
| Explains "why" using your code | |||||||||
| Quality Radar scoring (multi-dimension) | |||||||||
| Explicit Technical Debt Notes | |||||||||
| Merge recommendation (block/allow/follow-ups) |
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