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102,826 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, October 2026Ranked from 3,852 matching servers on stars, growth, downloads and maintenance. Updated .

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    Not graded
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    maintenance
    Enables conversion of business briefs or authenticated saved projects into structured handoffs for the Lovable plugin, with both anonymous basic mode and authenticated full mode including knowledge base, SEO, WCAG, security, and roadmap guidance.
    MIT
  • F
    license
    A
    quality
    B
    maintenance
    MCP server that connects to Jira Data Center, enabling issue search, retrieval, creation, comments, workflow transitions, project listing, arbitrary JQL, and turning meeting notes into structured Jira stories, tasks, and bugs.
    13
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    license
    A
    quality
    C
    maintenance
    Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI & Product Hunt in parallel — returns a 0-100 reality signal with real competitor data.
    1
    80 PyPI
    822
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A Model Context Protocol server that provides Monte Carlo forecasting tools for project duration, cost, completion dates, and sensitivity analysis using three-point estimates and historical throughput.
    5
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to identify and quantify value leaks in organizations using Melt's methodology, providing structured estimates instead of generic vendor lists.
    3
    54 npm
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for Drop Beacon (edc4me.com) — search and explore 80,000+ EDC products across 1,000+ brands. Track new drops, compare prices across retailers, check real-time stock availability, and analyze market trends for knives, flashlights, fidget toys, wallets, pens, and more.
    6
    20 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    A Python MCP server that gives Claude access to PM workflow data such as sprints, roadmap, blockers, and workload, using synthetic fixture data (no API keys required) and can be forked for real Linear/Jira integration.
    7
    -
  • A
    license
    A
    quality
    C
    maintenance
    Enables MCP clients to query the IndeCX public API for survey data, including actions, questionnaires, answers, invites, non-respondents, categories, blocklists, and branches.
    8
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Lets an AI agent read a Pyxis dashboard's analytics — overviews, funnels, devices, acquisition, backend requests, visits and project settings — using a read-only access token created by an admin and revocable at any time. It runs locally over stdio, holds no state, and exposes only GET-style reads of the live Pyxis API.
    15
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A deterministic what-if scenario simulation MCP server that projects business metrics over time with exact decimal arithmetic, offering sensitivity analysis and break-even solving.
    6
    38 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Generate production-ready Product Requirement Documents with full AINative platform awareness and persistent memory. Enables AI agents to create, validate, and manage PRDs using ZeroDB for cross-session storage and 18 tools including generation, templates, validation, and semantic search.
    23
    71 npm
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Revenue intelligence for complex B2B growth. Your agent builds the assets technical founders sell with, and prepares them for real buyer conversations.
    30
    1,335 npm
    2
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Provides adaptive question cards and guided multi-round interviews inside Codex, letting users clarify requirements one decision at a time and automatically sending chosen answers into the conversation.
    5
    MIT