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"Resources and tools for test automation" matching MCP servers:

  • automation-audit

    zuperRuslana
    F
    license
    B
    quality
    C
    maintenance
    Enables AI assistants to evaluate business processes for automation by collecting discovery answers, calculating labor costs, scoring automation potential, and saving completed audits to a local SQLite database.
    8

  • Database Tools for Claude AI

    elber-code
    A
    license
    B
    quality
    D
    maintenance
    MCP server that allows Claude AI to interact directly with MySQL databases, enabling query execution and table information retrieval through natural language.
    1
    0
    4
    MIT

  • bricks-and-context

    laraib-sidd
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables AI assistants to interact with Databricks workspaces, running SQL queries, managing jobs, and exploring schemas via the Model Context Protocol.
    1
    GPL 3.0

  • jazz-tools-mcp-v2

    kodyka
    A
    license
    A
    quality
    B
    maintenance
    MCP data connector for Jazz v2 alpha servers, providing schema discovery and query/read tools with optional mutation capabilities for application data.
    9
    MIT

  • mcp-database-tools

    rog0x
    A
    license
    A
    quality
    D
    maintenance
    Enables AI agents to format SQL, explain queries in plain English, analyze schemas, build queries from natural language, and generate migrations, all without requiring a database connection.
    5
    50
    MIT

  • db-tools-mcp

    urjeetpatel
    A
    license
    A
    quality
    C
    maintenance
    Exposes SQL Server and Snowflake schema metadata to AI coding agents, enabling schema search, join path discovery, and stored procedure metadata retrieval without live queries.
    18
    GPL 3.0

  • claude-database-tools

    Cyronius
    A
    license
    A
    quality
    D
    maintenance
    A SQL Server CLI and MCP server for Claude Code that supports standard SQL Server authentication for database interaction and management. It enables users to perform schema exploration, execute queries, and manage data records with built-in SQL injection prevention.
    12
    5
    MIT

  • Elasticsearch Knowledge Graph

    j3k0
    A
    license
    B
    quality
    D
    maintenance
    Provides a scalable knowledge graph implementation for Model Context Protocol using Elasticsearch, enabling AI models to store and query information with advanced search capabilities, memory-like behavior, and multi-zone architecture.
    20
    16
    20
    MIT

  • mcp-sqlite-tools

    spences10
    A
    license
    C
    quality
    A
    maintenance
    Provides comprehensive SQLite database operations for LLMs with security features, transaction support, and separation of read-only and destructive operations.
    22
    612
    19
    MIT

  • mcp-db-schema-tools

    southglory
    A
    license
    Not graded
    quality
    D
    maintenance
    Database schema management MCP server for Claude Code, enabling natural language management from business requirements to complete databases.
    MIT

  • Enterprise Expense Automation

    Surya-KF
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables users to manage company departments, employees, expenses, and performance ratings through a natural language interface in Claude Desktop. It features 12 specialized tools for comprehensive CRUD operations and AI-powered organizational analysis using Google Gemini.
    4
    MIT

  • mcp-data-tools

    mahesh-cr-de
    A
    license
    Not graded
    quality
    C
    maintenance
    A governed MCP server enabling LLM agents to query BigQuery, inspect GCS, trigger Airflow DAGs, and run data-quality checks with built-in security guardrails like allow-lists, cost ceilings, and audit trails.
    1
    MIT

  • MCP Spring DB Tools

    yslee1126
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables database schema querying and execution plan analysis for Spring Boot projects. Supports multiple databases including MySQL, PostgreSQL, MSSQL, and SQLite.
    1
    MIT

  • mcp-agent-tools

    zyay
    A
    license
    Not graded
    quality
    B
    maintenance
    An MCP server that equips AI agents with real-world tools including file operations, read-only MySQL queries, web summarization, safe calculations, and system info. It uses stdio transport and enforces safety guardrails like SELECT-only database access and AST-based math evaluation.
    MIT

  • mcp-tools-server

    INTERpol21
    A
    license
    Not graded
    quality
    A
    maintenance
    A portfolio MCP server demonstrating four tools (web search, database query, file reading, directory listing) with read-only SQL, filesystem sandbox, and both stdio and HTTP transports.
    MIT

  • 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

  • mcp-tools-sql

    MarcusJellinghaus
    A
    license
    Not graded
    quality
    A
    maintenance
    Provides safe, configurable SQL database access via MCP tools, enabling schema introspection, predefined queries, and structured updates with multi-backend support.
    2
    MIT