Skip to main content
Glama
120,411 servers. Updated
20 Best Browser Automation MCP Servers: compared and ranked, November 2026Ranked from 5,247 matching servers on stars, growth, downloads and maintenance. Updated .

Matching MCP tools:

Matching MCP Connectors:

"Automating Browser Operations with Scripting or Tools" matching MCP servers:

GET /v1/servers – MCP directory API reference
  • A
    license
    Not graded
    quality
    C
    maintenance
    Safe-write Shopify operations MCP server with plan-before-execute writes, out-of-band approval, and tamper-evident audit trail.
    47 npm
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Jewellery sizing and gemstone grading tools by FITINY. Carat-to-millimetre conversion for moissanite, diamond and cubic zirconia corrected for each stone's density — every chart online is calculated for diamond, which is wrong for moissanite by about 9%. Also covers GIA colour (D-K) and clarity (FL-SI) scales, ISO 8653 ring size conversion across US/UK/EU, necklace lengths and stud diameter.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Lets AI agents drive a real Chrome browser on the user's own machine — opening pages, having the user scan a QR code to log in, clicking, inspecting page structure, and capturing network traffic — then turning results into product shortlists and clickable links for shopping research on Taobao, JD, and Pinduoduo as well as general web tasks. It deliberately stops short of placing orders or entering payment.
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to look up customers, orders, products, and stock; take role-restricted actions such as creating orders and handling refunds; enforce business rules; and maintain a tamper-evident audit log.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables AI assistants to act as a Shopify shopping assistant and catalog auditor by answering from the live storefront: filtered product search, deals, comparisons, recommendations, policy and page lookups, verified cart permalinks, and a whole-catalog listing-quality audit. All operations are read-only, so nothing is ever written to the store.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables agents to access 30 pay-per-event Apify actors for ad, video, reel, and audio transcripts; Google Trends and keyword demand; job boards; Amazon product data; and Instagram data, charging only per delivered item.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    MCP server exposing tools for a small food business: catalog, booking capacity, stock, catering quotes, and orders. Enables natural-language interaction with these operations via any MCP client, including a LangGraph agent.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables MCP clients to run eight pure-HTTP B2B scraping and enrichment engines for skip tracing, social/video transcript extraction, sold-comps research, building permits, Maps contact discovery, email verification, hiring-intent detection, and Shopify lead generation, including a zero-signup one-row free preview fallback.
    8
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI agents to interact with Juspay's payment processing APIs and merchant dashboard for managing orders, transactions, refunds, customers, gateways, and reporting through natural language.
    21
    Apache 2.0
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables read-only, local browser-based access to logged-in sessions on Xianyu, Taobao/Tmall, JD, and Pinduoduo for product search, detail inspection, link building/parsing, and cookie status checks, without chat, cart, ordering, or payment actions.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Quotes Australian domestic and outbound international parcel postage from two independent sources in a single call, resolves postcodes to suburbs and states, and calculates the volumetric weight carriers actually bill on. Every quote carries its pricing basis, and results are never ranked across currencies when no exchange rate is available.
    MIT
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables Claude to interact with Zepto's live quick-commerce platform through natural language, exposing tools to browse order history, resolve saved addresses, search store inventory, update the cart, retrieve payment methods, and place two-phase confirmed orders with autonomous recovery from store-routing errors.
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables an AI grocery replenishment agent to interface with Korral's StoreLink stock API, providing tools to look up SKUs, get stock positions and gaps across stores, create replenishment orders (with buyer approval), and track order status.
    4
    -
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI listing assistants to validate marketplace draft listings against seller-provided item specifics, returning PUBLISH or REVIEW with the exact words behind every unbacked claim.
    1
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables AI assistants to search Bangladesh's automotive parts catalogue and vehicle listings in BDT, compare cars, check auction status, and look up part or listing details. It also supports buying guides and preparing a purchase handoff for a human buyer, with optional authenticated ordering tools.
    10
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables read-only search of the Tesco Ireland grocery catalogue via the Model Context Protocol, returning product names, brands, EUR prices, unit prices, promo labels and product URLs. Supports single or batched queries (up to 10 per call) with count/offset pagination, sequential pacing, and per-query status reporting; no login, basket or checkout.
    1
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Finds coupon codes for any online store, returning likely-to-work codes for a given store domain or URL.
    1
    53 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Real-time, structured Amazon data for AI agents across 21 marketplaces: product details, seller offers, search results, 12-month sales history, Best Sellers Rank, package dimensions, and seller intelligence. 16 tools including free bulk-job monitoring and account usage tracking, available as a hosted endpoint or via npx.
    17
    203 npm
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to manage Shopify store operations through the Admin GraphQL API, including products, orders, customers, inventory, and discounts via natural language, with safeguards for destructive actions and cost tracking.
    16
    236 npm
    MIT