← Back to leaderboard
71
/100
B ◉ Complete 55

Puppeteer Swarm MCP

Enables browser automation with concurrent tab pool management using Puppeteer. Supports navigation, content extraction, screenshots, element interaction, and JavaScript execution across multiple browser tabs with auto-recovery and idle timeout features.

Browser & Web by greatSumini Last commit: 4 months, 2 weeks ago
Puppeteer
MCP Surface Tools: 11
Ambiguous Schemas
Complete visibility — 5/5 applicable dimensions scored
✓ Schema Quality ✓ Protocol — Reliability ✓ Docs & Maintenance ✓ Security Hygiene ✓ Schema Interpretability
Schema Quality
78
42% weight
Protocol Compliance
N/A
Local server
Reliability
N/A
Local server
Docs & Maintenance
54
25% weight
Security Hygiene
95
33% weight
Schema Interpretability
13
15% weight
30-Day Trend

Score History

Category Trends

Static Analysis

Metric Score Rating
Schema Completeness 90 Good
Description Quality 60 Fair
Documentation Coverage 57 Fair
Maintenance Pulse 36 Poor
Dependency Health 75 Good
License Clarity 100 Good
Version Hygiene Poor
Analyzed 1 month ago

Protocol Compliance

11
Tools Found
1ms
Tools/List
Pass
Schema Valid
100/100
Error Handling
100/100
Fuzz Score
Probed 1 month ago
Embed Badge

Add this to your README to display your MCP Scoreboard grade:

MCP Score Badge
[![MCP Score](https://mcpscoreboard.com/badge/ac0107cc-c808-4405-907e-e24ccdf65673.svg)](https://mcpscoreboard.com/server/ac0107cc-c808-4405-907e-e24ccdf65673/)