Skip to main content
Glama
116,211 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,034 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
    B
    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.
    52
    15 npm
    3
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Gives Claude control of a real, headed Chromium browser via Playwright, enabling web navigation, clicking, typing, screenshots, and JavaScript evaluation.
    8
    -
  • 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
  • -
    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
    8 npm
    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
    Connects AI agents to live observability stacks including Sentry, GitHub, Vercel, Better Stack, and Cloudflare, enabling end-to-end incident investigation, deployment correlation, root cause analysis, and regression triage.
    14
    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
    C
    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.
    89 npm
    8
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Lets MCP clients discover x402 APIs, pay for calls from a local non-custodial wallet, and inspect balances and payment receipts.
    11
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI agents to call tools through a security gateway that intercepts requests, enforces deterministic policy and risk checks, blocks or escalates high-risk actions for human approval, and keeps tool credentials and audit logs protected.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    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
    594 npm
    19
    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
    A
    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
    3,790 npm
    80
    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
    56 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables control of network switches via serial console ports, supporting Huawei, H3C, and Cisco devices for command execution and configuration.
    6
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server providing typed, safety-gated access to UniFi Network consoles via the official API, enabling management of devices, clients, networks, WiFi, firewall policies, and more.
    16
    25 npm
    2
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    A minimal network monitoring MCP tool for Playwright browser automation. Just 5 simple tools to capture, filter, and analyze network traffic during web automation with MCP context efficiency.
    5
    33 npm
    9
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI agents to manage Google Play Console reviews and Android app releases, including replying to reviews, promoting releases, managing staged rollouts, and checking crash/ANR vitals.
    44
    84 npm
    2
    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
    9 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MIT MCP server and CLI with 43 tools for Search Console, the App Store, Google Play and WordPress.org. A missing row is reported as unknown, never as zero.
    43
    89 npm
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables managing a Google Play Console app directly from an MCP client: inspecting and shipping releases and staged rollouts, uploading bundles and deobfuscation files, reading Android vitals and anomalies against Google's thresholds, handling reviews and replies, editing store listings and images, managing testers, and checking Digital Asset Links for Trusted Web Activities. Writes are enabled but guarded with dry runs, validate-only edits, and explicit production confirmation.
    41
    1
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    An MCP server for generic browser automation using Playwright. Enables MCP clients to navigate pages, inspect elements, execute JavaScript, capture screenshots, and monitor console logs and network traffic via a headless Chromium instance.
    7
    12 npm
    ISC