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A tool to evaluate the suitability of semantic search queries

View all MCP Servers

  • Why this server?

    Enables advanced task decomposition, evaluation, and workflow management capabilities, essential for evaluating semantic search query suitability.

    Ollama MCP Server

    NewAITees
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    security
    F
    license
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    quality
    A server that enables seamless integration between local Ollama LLM instances and MCP-compatible applications, providing advanced task decomposition, evaluation, and workflow management capabilities.
    1
    Python
    • Apple

  • Why this server?

    Allows testing and comparing LLM prompts across different models, enabling evaluation of semantic search query performance.

    MCP Prompt Tester

    rt96-hub
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    security
    A
    license
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    quality
    An MCP server that allows agents to test and compare LLM prompts across OpenAI and Anthropic models, supporting single tests, side-by-side comparisons, and multi-turn conversations.
    Python
    MIT License

  • Why this server?

    Provides rich tool capabilities for AI assistants while reducing prompt token consumption, useful in evaluating complex semantic search queries.

    Dynamic API Server (MCP)

    1049861657
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    security
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    license
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    quality
    A modular dynamic API server based on the MCP protocol that provides rich tool capabilities for AI assistants while significantly reducing prompt token consumption.
    TypeScript

  • Why this server?

    Enables communication between different LLM agents, which can be used to compare and contrast evaluations of semantic search queries.

    Cross-System Agent Communication MCP Server

    mkc909
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    security
    F
    license
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    quality
    Enables communication and coordination between different LLM agents across multiple systems, allowing specialized agents to collaborate on tasks, share context, and coordinate work through a unified platform.
    TypeScript
    • Linux
    • Apple

  • Why this server?

    Provides standardized interfaces for data preprocessing, transformation, and analysis tasks, useful for analyzing semantic search results.

    MCP Data Wrangler

    shibuiwilliam
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    security
    A
    license
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    quality
    A Model Context Protocol server for data wrangling that provides standardized interfaces for data preprocessing, transformation, and analysis tasks including data aggregation and descriptive statistics.
    1
    Python
    MIT License
    • Linux
    • Apple

  • Why this server?

    Allows AI agents to interact with web pages, scrape web pages, and execute JavaScript in a real browser environment, useful for evaluating web search query performance.

    Playwright MCP Server

    pvinis
    A
    security
    A
    license
    A
    quality
    A Model Context Protocol server that enables LLMs to interact with web pages, take screenshots, generate test code, scrape web pages, and execute JavaScript in a real browser environment.
    29
    10
    1
    TypeScript
    MIT License

  • Why this server?

    Enables AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering - useful for evaluating semantic similarity.

    Chroma MCP Server
    official

    chroma-core
    Verified
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    security
    A
    license
    -
    quality
    A server that provides data retrieval capabilities powered by Chroma embedding database, enabling AI models to create collections over generated data and user inputs, and retrieve that data using vector search, full text search, and metadata filtering.
    71
    Python
    Apache 2.0

  • Why this server?

    Provides a unified interface to various LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama for A/B testing.

    Just Prompt

    disler
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    security
    F
    license
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    quality
    A lightweight MCP server that provides a unified interface to various LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama.
    6
    Python

  • Why this server?

    Enhances weaker models' capabilities; may be relevant when evaluating if prompts help more basic models return relevant results.

    ChuckNorris MCP Serverofficial

    pollinations
    A
    security
    F
    license
    A
    quality
    An experimental MCP gateway that provides specialized LLM enhancement prompts based on the L1B3RT4S repository, primarily intended to enhance weaker models' capabilities.
    1
    2,012
    7
    JavaScript