Skip to main content
Glama
81,811 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 2,831 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"A server for monitoring browser console, network, and app logs" matching MCP servers:

GET /v1/servers — MCP directory API reference
  • A
    license
    C
    quality
    D
    maintenance
    Enables interaction with Google Cloud services including billing cost analysis, log querying, and metrics monitoring through natural language commands. Provides comprehensive tools for managing GCP resources, analyzing costs, detecting anomalies, and retrieving operational insights.
    40
    1
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    A CDP-native MCP server that lets AI agents drive a real Chrome browser with deep network/console inspection, robust page interaction, and the ability to reverse-engineer a site's API flow into runnable code with dependency chaining and replay verification.
    147
    3
    MIT
  • -
    license
    Not graded
    quality
    Not graded
    maintenance
    Enables reading Docker container logs and stats from remote servers via SSH, supporting container listing, log retrieval, stats, inspection, and Docker Compose logs.
  • A
    license
    A
    quality
    D
    maintenance
    An MCP server for tailing Re.Pack/Rspack dev server logs. Enables AI assistants to query build logs, find errors, and monitor compilation status.
    5
    18
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to search and analyze SAP Commerce Cloud (CCv2) runtime logs via OpenSearch Dashboards using a session cookie, providing read-only tools for full-text search and error aggregation.
    3
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI coding agents to fetch, tail, and clean Salesforce Commerce Cloud log files in real-time, with dynamic workspace resolution for seamless switching between multiple SFCC instances.
    13
    16
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Enables querying Azure Application Insights logs by order number through natural language. Provides secure access to Azure Monitor logs with comprehensive error handling and rate limiting.
    1
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    MCP server that gives AI full control of a live Chrome browser via CDP, with 145 tools for framework-aware intelligence, evidence analysis, and SEO auditing. Connects to your existing Chrome via an extension, enabling interaction with dynamic and authenticated web pages.
    224
    6
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that connects Claude (or any MCP compatible client) to your existing log infrastructure. Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch without writing filter expressions or leaving your editor.
    17
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Streams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis.
    12
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Reliable, scalable browser infrastructure for AI agents. Route, pool, and failover across any browser provider. 8 built-in browser tools using raw Chrome CDP - navigate, screenshot, snapshot, interact, evaluate. Zero-config with auto Chrome detection & concurrent sessions support
    799
    8
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    MCP server for managing a home network via a UniFi Dream Machine, enabling device lookup, tagging, and blocking/unblocking of clients through natural language.
  • A
    license
    A
    quality
    B
    maintenance
    Multi-agent swarm orchestrator for AI workflows. Exposes blackboard read/write, agent dispatch, permission gating (AuthGuardian), token budget enforcement (FederatedBudget), and audit log tools over MCP. Supports 14 AI framework adapters including LangChain, AutoGen, CrewAI, Codex, and A2A — mix any frameworks in one swarm with race-condition-safe shared state.(Traffic light for agents)
    24
    518
    72
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides read-only access to UniFi Network consoles for sites, devices, clients, vouchers, networks, Wi-Fi, and firewall configuration, with optional opt-in tools for controlled write operations and legacy controller support.
    14
    0
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    Enables control of network switches via serial console ports, supporting Huawei, H3C, and Cisco devices for command execution and configuration.
    6
  • A
    license
    A
    quality
    B
    maintenance
    Google Search Console for Claude, Cursor & any MCP client — one sign-in, 30 seconds, no Google Cloud project. Six read-only tools (search analytics incl. Google Discover, period comparison with computed deltas, batch URL inspection, sitemaps) plus five built-in SEO analyses as slash-commands. Tokens stay on your machine. MIT.
    6
    82
    7
    MIT