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

Build Autonomous Code Quality Loop with SonarQube MCP

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:

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

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Source trail

Source: Security Boulevard

Entities

Add SonarQube MCPAdvancedAI ProductivityBuild Autonomous Code Quality LoopClaudeClaude CodeCreateDifficultyDomainInstall SonarScanner CLIReviewSecurity BoulevardSelfSonarQubeSonarQube 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