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20 Best Browser Automation MCP Servers: compared and ranked, August 2026Ranked from 2,701 matching servers on stars, growth, downloads and maintenance. Updated .

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"Testing Web App Code Changes in Browser Using LLM for Console Logs" matching MCP servers:

  • Better Google Search Console

    houtini-ai
    A
    license
    A
    quality
    F
    maintenance
    Downloads your entire Search Console dataset into a local SQLite database, then gives your LLM a pre-built SQL query library for every standard SEO analysis type, with context available for your LLM to perform any SQL query to answer your questions and analyse for you.
    12
    21
    17
    Apache 2.0

  • llm-safe-sql

    hyuga611
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables LLMs to propose UPDATE/DELETE SQL that is run in a transaction, measured, and rolled back, requiring human approval before applying to prevent unauthorized changes.
    962
    MIT

  • App Data MCP

    jedshen123
    F
    license
    A
    quality
    B
    maintenance
    An MCP server for internal data platforms that enables search, viewing, tracing, and read-only querying of business assets like dashboards, metrics, and events.
    8

  • mcp-all-in-one

    quanlh30504
    A
    license
    B
    quality
    B
    maintenance
    A modular monolith MCP server connecting multiple providers (Redash, PostgreSQL, GitHub) with unified permission, security, and auditing, enabling secure data access and tool execution.
    4
    60
    Apache 2.0

  • mini-app-mcp

    ynishi
    A
    license
    Not graded
    quality
    A
    maintenance
    Agent-First CRUD store MCP server — schema.yaml driven, SQLite backend, multi-table in a single daemon.
    Apache 2.0

  • MCP MySQL App

    zalab-inc
    A
    license
    Not graded
    quality
    D
    maintenance
    A Model Context Protocol (MCP) server that enables AI assistants to interact with MySQL databases by executing SQL queries and checking database connectivity.
    MIT

  • elasticsearch-logs

    ws135y
    F
    license
    Not graded
    quality
    C
    maintenance
    Read-only MCP server for Elasticsearch log querying. Enables natural language search, filtering, context retrieval, and aggregation of logs.

  • Databricks MCP Server App

    rohit-db
    F
    license
    Not graded
    quality
    D
    maintenance
    Deploys the Databricks AI Dev Kit MCP server as a Databricks App, exposing over 80 tools for interacting with workspace services like SQL warehouses, Unity Catalog, and AI/BI dashboards. It enables users to manage and query Databricks resources via natural language in the AI Playground using a Streamable HTTP transport.
    5

  • Statistical Testing MCP Server

    gdavos007
    F
    license
    A
    quality
    A
    maintenance
    A read-only MCP server for bounded table discovery, deterministic profiling, and maintained-library statistical testing (Welch's t-test and two-proportion z-test) using SQLite, pandas, SciPy, and statsmodels.
    3

  • OpenSearch Logs MCP Server

    luis-dominguez-stori
    F
    license
    A
    quality
    D
    maintenance
    Enables querying OpenTelemetry logs stored in OpenSearch across development and production environments. Provides tools for searching logs by various criteria including free-text Lucene queries, trace IDs, service names, error levels, and specific fields.
    8

  • mcp-function-app-tester

    dkmaker
    A
    license
    B
    quality
    D
    maintenance
    A TypeScript-based MCP server that enables interaction with Azure Table Storage directly through Cline. This tool allows you to query and manage data in Azure Storage Tables.
    1
    15
    3
    MIT
  • Backendless Console SDK MCP Server by Backendless

    Backendless Console SDK MCPofficial

    Backendless
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to manage Backendless applications, including databases, users, files, and API services, through natural language commands, with support for OAuth2 authentication and hosted endpoints.
    27
    MIT

  • LLM Graph Builder MCP

    henrardo
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables Claude to automatically extract entities and relationships from URLs, PDFs, and YouTube videos to build structured knowledge graphs in Neo4j. It supports custom schemas, academic citation extraction, and community detection for advanced research and content analysis.
    Apache 2.0

  • mcp-for-redash

    Ashuqwe
    A
    license
    Not graded
    quality
    D
    maintenance
    MCP server that connects AI assistants to Redash, enabling listing of assets, read-only query execution, dashboard inspection, and alert management through the Redash API.
    MIT

  • Code Graph Context

    andrew-hernandez-paragon
    A
    license
    Not graded
    quality
    D
    maintenance
    Builds rich code graphs from TypeScript/NestJS codebases using AST analysis and Neo4j, enabling semantic search, natural language querying, and intelligent graph traversal to provide deep contextual understanding of code relationships and dependencies.
    240
    17
    MIT

  • code-context-mcp

    VelimirMueller
    A
    license
    Not graded
    quality
    A
    maintenance
    Indexes codebases into a SQLite database to provide metadata, exports, dependency graphs, and change tracking for JS/TS projects. It enables users to search for symbols, map internal dependencies, and monitor file changes through MCP tools and a web dashboard.
    47
    4
    MIT

  • mcp-for-metabase

    DominikPollok
    A
    license
    Not graded
    quality
    D
    maintenance
    A safety-gated Python MCP server for Metabase that lets MCP clients and agents inspect Metabase, run governed queries, and create or maintain dashboards, cards/questions, collections, snippets, permissions, and other Metabase assets through the Metabase REST API.
    GPL 3.0

  • Claude Code Memory Server

    ViralV00d00
    F
    license
    Not graded
    quality
    D
    maintenance
    Provides persistent memory capabilities for Claude Code using Neo4j graph database to track development tasks, code patterns, solutions, and their relationships across sessions and projects, enabling contextual assistance and pattern recognition.
    11