Best use case
Use Web Vitals Interventionist when you need to diagnose and fix CLS, LCP, and interaction regressions with concrete code changes instead of generic advice, especially when the work is driven by core web vitals and cls.
Frontend · Global library
Web Vitals Interventionist
Diagnose and fix CLS, LCP, and interaction regressions with concrete code changes instead of generic advice.
CodexClaude CodeKimi Codeorchestrator-mcp
Trigger signals
core web vitalsclslcp
Validation hooks
audit_core_web_vitals
Install surface
Copy the exact command path you need.
Inspect
pip install "orchestrator-mcp[dashboard]"
orchestrator-mcp skills show web-vitals-interventionistUse
orchestrator-mcp skills export web-vitals-interventionist --to ./skillforge-packs
# copy the exported pack into your preferred agent environmentExport
cp -R skills/web-vitals-interventionist ./your-agent-skills/web-vitals-interventionist
# or open skills/web-vitals-interventionist/SKILL.md in a markdown-first clientFile patterns
**/*.tsx**/*.ts**/web-vitals.*
Model preferences
deepseek-ai/deepseek-v3.2moonshotai/kimi-k2.5qwen2.5-coder:32b
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