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Automating Testing and Debugging for LLMs in Production

  • Why this server?

    A Message Control Protocol server that runs PHP tests and static analysis tools automatically for developers, providing results directly to AI assistants in Cursor editor. Useful for testing PHP applications.

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    A Message Control Protocol server that runs PHP tests and static analysis tools automatically for developers, providing results directly to AI assistants in Cursor editor.
    Last updated -
    1
    TypeScript
    MIT License
  • Why this server?

    Enables running Postman collections using Newman for conducting API tests and obtaining detailed result analysis via a standardized interface, allowing for automated testing workflows.

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    Enables running Postman collections using Newman for conducting API tests and obtaining detailed result analysis via a standardized interface.
    Last updated -
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    27
    26
    TypeScript
    MIT License
  • Why this server?

    An MCP server that enables running Postman collections using Newman, allowing LLMs to execute API tests and get detailed results through a standardized interface. Great for testing REST APIs.

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    An MCP server that enables running Postman collections using Newman, allowing LLMs to execute API tests and get detailed results through a standardized interface.
    Last updated -
    27
    MIT License
    • Apple
  • Why this server?

    Offers a suite of tools spanning browser automation, Excel manipulation, database interactions, and document processing which can be beneficial for automating various production tasks and debugging.

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    A Model Context Protocol server that enables intelligent task delegation from advanced AI agents like Claude 3.7 to cost-effective LLMs, providing a comprehensive suite of tools spanning cognitive memory, browser automation, Excel manipulation, database interactions, and document processing.
    Last updated -
    30
    Python
    MIT License
  • Why this server?

    ATLAS (Adaptive Task & Logic Automation System) is a Model Context Protocol server that provides hierarchical task management capabilities to Large Language Models. It will give structure and context for complex tasks.

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    ATLAS (Adaptive Task & Logic Automation System) is a Model Context Protocol server that provides hierarchical task management capabilities to Large Language Models. This tool provides LLMs with the structure and context needed to manage complex tasks and dependencies.
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    160
    TypeScript
    Apache 2.0
    • Linux
    • Apple
  • Why this server?

    A Model Context Protocol server utilizing Claude AI for generating intelligent queries and offering documentation assistance based on API documentation analysis, aiding in debugging and understanding API usage.

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    A Model Context Protocol server utilizing Claude AI for generating intelligent queries and offering documentation assistance based on API documentation analysis.
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    2
    TypeScript
  • Why this server?

    Provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or vision models, helpful for automated testing.

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    A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without requiring screenshots or vision models.
    Last updated -
    21
    57,440
    TypeScript
    Apache 2.0
    • Apple
    • Linux
  • Why this server?

    Connects to Xcode's build system to extract, parse, and display errors and warnings from Swift projects, helping AI assistants quickly identify code issues without manually searching through build logs. Great for debugging.

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    Connects to Xcode's build system to extract, parse, and display errors and warnings from your Swift projects, helping AI assistants quickly identify code issues without manually searching through build logs.
    Last updated -
    1
    Python
    MIT License
    • Apple
  • Why this server?

    PG-MCP is an HTTP server implementation that enables AI systems to interact with PostgreSQL databases via MCP, providing tools for querying, connecting to multiple databases, and exploring schema resources.

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    PG-MCP is an HTTP server implementation that enables AI systems to interact with PostgreSQL databases via MCP, providing tools for querying, connecting to multiple databases, and exploring schema resources. The system enriches context by extracting table/column description from database catalogs.
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    8
    • Linux
    • Apple
  • Why this server?

    A TypeScript MCP server that integrates Devin AI with Slack, allowing users to create Devin sessions, post tasks to Slack channels, and maintain thread context between Devin sessions and Slack threads; beneficial for automating complex coding tasks.

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    Allows developers and AI Agents to query Google Cloud Logging using natural language, translating queries into Google Cloud Logging Query Language (LQL) with Vertex AI Gemini 2.5.
    Last updated -
    Python