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115,431 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
    license
    D
    quality
    D
    maintenance
    Enables natural-language control of e-commerce operations including product management, order processing, inventory tracking, customer service, content generation, and advertising analytics through 15 integrated MCP tools. Provides a local-first commerce automation solution with SQLite storage and extensible channel adapters for end-to-end online store workflows.
    15
    3
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    A federated MCP server that combines IBM's engineering-ai-hub tools with its own authoring and orchestration tools for IBM ELM, enabling AI hosts to manage requirements, models, and compliance through a single interface.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables external agents to inspect and interact with a local single-project workbench via MCP, providing read-only tools for state, audit, resume, readiness, comparison, impact preview, and repair candidates, while proposals are saved for manual confirmation in the workbench.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables Claude Code to run multi-round grilling sessions in a browser UI, publishing rounds of questions with options and recommendations that users answer with buttons or free text. Supports per-question asides (re-pitch, visual diagram, plain-language explainer), chat notes between rounds, and a polling contract so sessions can stay open without blocking the client.
    20 npm
    2
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    A demo MCP server exposing an in-memory todo list via tools (add_task, list_tasks, complete_task), a resource, and a prompt, over both stdio and HTTP transports.
    0
    ISC
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables read-only Jira Data Center insights by default, with opt-in audited write tools, sprint and release health summaries, and structured issue search via MCP.
    6 npm
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server for noise-reduced X (Twitter) search planning and Feedback-to-Fix engineering handoffs. Enables AI agents to generate structured search plans, filter signals, and build handoff packages via MCP tools.
    1
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Integrates with Aha.io product management platform, enabling offline data synchronization, semantic search, and workflow automation via natural language.
    79 npm
    6
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Integrates AI assistants with product management tools like Linear and Slack, providing specialized agents for discovery, strategy, prioritization, roadmap planning, and metrics definition via the Model Context Protocol.
    0
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Turns an unstructured business note into deterministic, explainable signals for revenue, automation, risk, urgency, and data, returning a score, priority, evidence, and a suggested next action. This lets an AI assistant assess and prioritize business opportunities through an auditable, locally computed tool.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables coding agents to access structured product context (decisions, goals, evidence) from meetings and tools, ensuring they build from actual product decisions.
    2 npm
    1
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Provides MCP tools for AI agents to create and read decision decks, propose cards and build plans, and retrieve finished tasks, enabling local decision review workflows with portable task handoffs.
    2
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables consumers, developers, and innovators to browse and filter a catalog of credit, wealth, insurance, and treasury product types, enroll in products, build and publish apps, and create, test, and publish new products through role-scoped tools.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI agents to interact with Plane project management APIs, offering tools for managing projects, work items, cycles, modules, initiatives, and more through MCP.
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Generates structured, validated PRDs from feature descriptions via a staged reducer pipeline. Provides MCP tools for pipeline control, section/document validation, context budgeting, and failure-to-retrieval mapping.
    6
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables any MCP host to search and retrieve public job listings from yuancheng.work through the search_jobs and get_job tools, with read-only access and soft location filtering.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Exposes MCP tools over Streamable HTTP that turn ranked Sygnal signals into voice-ready buyer-intent briefings with analyst verdicts, card and carousel payloads, and session state for a simulated Alexa+ experience. It also surfaces the next recommended action so a voice assistant can guide users through follow-ups, with fallback fixtures when the live signal feed is restricted.
    MIT
  • F
    license
    Not graded
    quality
    D
    maintenance
    Gives Claude four decision tools for product management: rank backlog, mine customer feedback, size sprint capacity, and trace dependency risk, all grounded in JSON data.
    -