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116,424 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 .

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"A local AI setup with LM Studio and a secure browser for real-time AI searches" matching MCP servers:

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  • A
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    B
    quality
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    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
  • A
    license
    A
    quality
    A
    maintenance
    Unified MCP server for managing local model runtimes (Ollama, LM Studio, etc.), enabling provider-agnostic discovery, lifecycle management, hardware-fit checks, and delegated inference.
    22
    372 npm
    Creative Commons Attribution Non Commercial No Derivatives 4.0 International
  • A
    license
    C
    quality
    B
    maintenance
    MCP server that launches Mesen/MesenCE headlessly and exposes the emulator's debugger-face Lua API over MCP JSON-RPC, enabling AI agents to load ROMs, step frames, inspect memory/registers, manage breakpoints/watches, trace execution, and export Code/Data Logger maps for SNES, NES, PC Engine, and Game Boy Advance.
    22
    GPL 3.0
  • A
    license
    Not graded
    quality
    A
    maintenance
    Turns a codebase into a persistent knowledge graph so AI coding agents can answer structural questions about functions, call chains, routes, and cross-service links through graph queries instead of reading files one by one.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    A local-first MCP server that manages developer memory for coding agents, enabling shared project context, permissions, and audit trails across different agents.
    1
    -
  • A
    license
    A
    quality
    D
    maintenance
    Provides AI agents with accurate current time and date, including the Jalali (Persian) calendar, timezone-aware with automatic DST handling, via an MCP server.
    2
    1
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Secure MCP server with API-key authentication, bcrypt-hashed keys, and SQLite storage. It protects tools like user listing and secure greetings, requiring a valid environment-set key.
    2
    MIT
  • F
    license
    B
    quality
    D
    maintenance
    Provides current time and timezone conversion using IANA timezone names, with automatic system timezone detection.
    2
    -
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.
    37 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    An introductory MCP server that provides local time tools like getting current time, formatting, computing time differences, and listing timezones.
    17 npm
    MIT
  • A
    license
    C
    quality
    C
    maintenance
    Provides an MCP runtime that turns Roblox Studio into an AI-native, autonomous, bidirectional development platform, letting AI assistants create and edit scenes, models, animations, scripts, and game systems through 63+ tools. It integrates with the official Roblox Studio MCP and uses 11 specialized providers for modeling, animation, Luau, testing, and diagnostics.
    94
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides durable project context for coding agents, including project maps, session history, and explicit memories, all stored locally.
    243 npm
    7
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A hosted remote MCP server for managing Android release gates, with tools to check release status, explain permission blockers, issue release receipts, summarize device matrices, and export release logs.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to manage n8n workflow automation instances through tools for workflow CRUD operations, execution monitoring, and webhook triggering. It facilitates programmatic interaction with n8n instances via the n8n API with AI-optimized descriptions and error handling.
    62
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables Claude Code and other MCP clients to offload bounded tasks to a local or cloud LLM (LM Studio, Ollama, vLLM, LiteLLM, OpenRouter, DeepSeek, Groq, Cerebras, OpenAI) so files are read and drafted outside the orchestrator's context window, cutting token costs. It also provides a cheap second model for code review, test stubs, commit messages, format conversion, and embeddings.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables Claude or other MCP clients to offload bounded tasks such as code review, boilerplate, commit messages, and format conversion to local or cloud OpenAI-compatible models, saving tokens and providing a second opinion. It supports endpoints including LM Studio, Ollama, vLLM, OpenRouter, OpenAI, DeepSeek, Groq, and Cerebras.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Provides an enterprise-grade Model Context Protocol implementation with advanced security features including multi-factor authentication, encryption, and RBAC. Enables secure tool management and context handling for production deployments with comprehensive monitoring and high availability.
    196 npm
    2
    AGPL 3.0
  • 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
    1,810 npm
    86
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A calculator-focused MCP server template with tools, resources, and prompts built on NitroStack.
    22
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables multiple AI agents and humans working in the same project to share status, exchange messages, and claim files through a local collaboration board. It supports project-specific enablement, conflict-aware file claims, and shared state via SQLite.
    7
    MIT
  • A
    license
    A
    quality
    Not graded
    maintenance
    An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.
    7
    3
    -