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20 Best Browser Automation MCP Servers: compared and ranked, September 2026Ranked from 3,330 matching servers on stars, growth, downloads and maintenance. Updated .

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    Provides live product search, offer comparison, and price history retrieval from BestPrice.gr through three read-only tools, enabling AI applications to query shopping data without an API key.
    4
    Apache 2.0
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    A read-only MCP server that exposes the full Shopify Admin GraphQL API through 6 universal tools, with multi-store support and mutation rejection at the parser level for safety.
    6
    37 PyPI
    1
    MIT
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    Wraps the Hertwill dropshipping API to let AI agents discover products, evaluate margins, manage import lists, and sync to Shopify/WooCommerce via natural language.
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    11 npm
    5
    MIT
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    Enables AI agents to answer analytical questions about an online store's SQLite database through specialized read-only tools, without any risk of modifying the underlying data.
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    Enables safe read-only analysis of a local SQLite e-commerce database over stdio, providing tools for schema inspection and parameterized SELECT queries.
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    Enables natural-language querying and analysis of an e-commerce SQLite database via MCP, with read-only SQL execution, table inspection, and AI-generated answers.
    4
    -
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    Enables read-only discovery and verification of products across droplinked's KYB-attested merchant network via tools for inventory, merchant, and brand attestation lookups.
    7
    MIT
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    Manage your Pantrist pantry, shopping list, recipes, and weekly meal plan from Claude. The server wraps the same public REST API that powers the iOS, Android, and web apps, so your changes show up in real time on every device. * "What's on my shopping list?" * "Add milk, eggs, and that brand of olive oil I had last week" * "What's expiring in the next three days?"
    14
    2
    MIT
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    Enables AI agents to safely interact with a SQLite shop database through schema discovery, read-only SQL queries, and pre-built analytics reports like top customers, top products, and revenue summaries.
    6
    80 npm
    MIT
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    Enables read-only interaction with an online store's SQLite database over MCP stdio, including table listing, schema inspection, safe read-only SQL execution, and sales analytics. It rejects mutating SQL operations to keep data intact.
    4
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    Read-only MCP server for searching and browsing the Rangeview Sports product catalog, including firearms, ammunition, optics, and accessories.
    5
    MIT
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    placement for the depractaed Amazon Product Advertising endpoint. You ask Claude to find something, it searches the live Amazon catalogue, and it hands you back a finished HTML card - image, price, savings, star rating, your Associates tag already baked into the link, and the disclosure footer Amazon requires, by Houtini
    5
    24 npm
    1
    MIT
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    Enables AI agents to safely inspect and query an SQLite e-commerce database with tools for listing tables, describing schemas, and running read-only SQL queries while blocking destructive operations.
    4
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    Enables AI agents to read-only query an online store's SQLite database, listing tables, inspecting schemas, and running SELECT queries over customers, products, orders, and order items.
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    Enables an LLM to search AliExpress and inspect product listings (including prices, ratings, and specs) without an API key, using direct HTTP and headless browser fallbacks to bypass anti-bot measures.
    2
    MIT
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    Enables read-only search and retrieval of the public Reknihy.cz book catalog, including filtering, sorting, ISBN lookup, category browsing, and access to product details such as price, availability, and images.
    4
    ISC