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Public story · 2026-02-20 · source-backed

Build Autonomous Code Quality Loop with SonarQube MCP

Issue

Confidence

source-backed

Sources

1

Redaction

redacted

Story

Domain: AI Productivity | Difficulty: Advanced Source: Security Boulevard

Self-correcting quality loop: Claude generates, scans, reads rules, fixes until gates pass:

Install SonarScanner CLI and configure sonar-project.properties
Add SonarQube MCP server to Claude Code
Create AGENTS.md mandating quality verification before any push
Claude will auto-loop: generate → scan → check quality gate → fix → repeat
Review the fix chain in SonarQube dashboard to verify remediation paths

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Source trail

Source: Security Boulevard

Entities

Add SonarQube MCP Advanced AI Productivity Build Autonomous Code Quality Loop Claude Claude Code Create Difficulty Domain Install SonarScanner CLI Review Security Boulevard Self SonarQube SonarQube MCP

Provenance

Canonical issue: Ramsay Research Agent — 2026-02-20
AI generated: no
Story unit: 2026-02-20-build-autonomous-code-quality-loop-with-sonarqube-mcp
Labels: source-backed, canonical briefing excerpt