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AI-Generated
4 issues
1async function fetchData(url) {
2 let retries = 3;
3 const query = `${userInput}`;
4 await new Promise(r =>
5 setTimeout(r, 1000));
6 try {
7 return await fetch(url);
8 } catch (e) { retries--; }
9 }
10}

Copilot / Claude / ChatGPT

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SlopBuster

Analyzing...

Production-Ready
Clean
1async function fetchData(
2 url: string
3) {
4 return exponentialBackoff(
5 () => fetch(url),
6 {
7 maxRetries: 3,
8 jitter: true,
9 }
10 );

Production Ready

Type Safe
Secure
No Reinventions
Compliant

91%

of devs use AI tools

1.7x

more issues in AI code

75%

more logic errors

42%

of code is AI-generated

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Adaptive AI code reviews that prevent technical debt. SlopBuster understands your repository, detects AI slop, and explains issues in context so quality improves without slowing teams down.

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1.7x

More code issues when AI is involved

GitClear 2024

75%

More logic errors in AI-generated code

Stanford/UIUC Research

42%

Of code is now AI-generated

GitHub 2024

src/utils/api.ts
+47-3
12async functionfetchWithRetry(url, options) {
13let retries = 3;
14while (retries > 0) {
15await new Promise(r => setTimeout(r, 1000));
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SlopBustersuggestion

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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github.com/acme/api/pull/142
Open#142

feat: Add retry logic for API calls

opened 2 hours ago by @junior-dev

Connectory
SlopBusterby ConnectoryAI Slop Detected

Framework reinvention detected

Your PR implements custom retry logic 67 lines. This repo already has RetryableOperation in commons/utils.ts.

// Your implementation is missing:
- Circuit breaker pattern
- Exponential backoff with jitter
- Telemetry hooks

Real PR Review Example

A comprehensive review with Quality Radar scoring, findings categorization, and technical debt notes

tacticaledge/prospectory-api#226

Implemented APIFY scraper to search profiles based on dynamic keywords

By shivanikakrecha • Approved (with conditions)

14 Files
+2397
-2
1m 11s

Quality Radar

Five core dimensions of code quality

Type Safety
95
Test Quality
95
Readability
95
Security
90
Performance
90
Connectory
SlopBuster Summary

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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tacticaledge/prospectory-api#225

fix: address critical security issues and code quality improvements

By biyer Approved (with conditions)

Score: 9
+332
-40
1m 26s
Connectory

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.

Five core dimensions of code quality

Type Safety0
Test Quality0
Readability0
Security0
Performance0

Additional Metrics

Readability2
Security2
Type Safety2
Test Quality3
Performance0
Codebase Reuse1
PR strengthens security and observability while maintaining code quality.
View on GitHub
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Feature
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(Connectory)
GitHub CopilotCodeRabbitSonarQubeAikidoGreptileQodoPanto AISourcery
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Contextual explanations
AI slop detection (reinvention, band-aids)
Progressive feedback (1-3 issues)
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Zero configuration
GitHub / GitLab integration

Governance & Quality: Enforce architectural standards across every pull request

Feature
ConnectorySlopBuster
(Connectory)
GitHub CopilotCodeRabbitSonarQubeAikidoGreptileQodoPanto AISourcery
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)
Full support
Partial / Limited
Not supported
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