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Improving and Refining Prompts for Various Uses

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  • Why this server?

    Offers resources, tools, and prompt management for efficient LLM interactions, contributing to prompt enhancement.

    FastMCP

    wanderingnature
    -
    security
    A
    license
    -
    quality
    FastMCP is a comprehensive MCP server allowing secure and standardized data and functionality exposure to LLM applications, offering resources, tools, and prompt management for efficient LLM interactions.
    3
    Python
    MIT License

  • Why this server?

    Provides a suite of tools for knowledge management, reasoning, and advanced search, all crucial for improving prompt accuracy and relevance.

    MTS MCP Server

    CalvinMagezi
    -
    security
    F
    license
    -
    quality
    A comprehensive suite of Model Context Protocol servers designed to extend AI agent Claude's capabilities with integrations for knowledge management, reasoning, advanced search, news access, and workspace tools.
    5
    TypeScript
    • Apple

  • Why this server?

    Helps refine AI-generated content to sound more natural and human-like, enhancing the quality of the generated text from prompts.

    AI Humanizer MCP Server

    Text2Go
    A
    security
    A
    license
    A
    quality
    Helps refine AI-generated content to sound more natural and human-like. Built with advanced AI detection and text enhancement capabilities.
    1
    47
    8
    JavaScript
    MIT License

  • Why this server?

    Breaks down complex problems into steps and recommends tools, indirectly enhancing prompt effectiveness through structured problem-solving.

    mcp-sequentialthinking-tools

    spences10
    Verified
    A
    security
    A
    license
    A
    quality
    An adaptation of the MCP Sequential Thinking Server designed to guide tool usage in problem-solving. This server helps break down complex problems into manageable steps and provides recommendations for which MCP tools would be most effective at each stage.
    1
    245
    95
    TypeScript
    MIT License

  • Why this server?

    Optimizes token usage by caching data, leading to more efficient and potentially more detailed responses from LLMs given the same prompt budget.

    Memory Cache Server

    tosin2013
    A
    security
    F
    license
    A
    quality
    A Model Context Protocol (MCP) server that optimizes token usage by caching data during language model interactions, compatible with any language model and MCP client.
    4
    JavaScript

  • Why this server?

    Facilitates prompt discovery, retrieval, and integration, crucial for managing and improving prompts over time.

    Langfuse Prompt Management MCP Server

    langfuse
    -
    security
    A
    license
    -
    quality
    Facilitates access and management of Langfuse prompts through the Model Context Protocol, enabling prompt discovery, retrieval, and integration within clients like Claude Desktop and Cursor.
    28
    TypeScript
    MIT License

  • Why this server?

    Intelligently chunks large documents to improve context-aware processing, leading to better summaries and responses from prompts.

    Claude Chunks

    vetlefo
    A
    security
    F
    license
    A
    quality
    An MCP server that intelligently chunks large documents for Claude, enabling efficient context-aware processing and summary generation for enhanced document comprehension.
    12
    JavaScript

  • Why this server?

    Adds page contents as context to the AI assistant, enabling more informed and relevant responses to prompts.

    mcp-confluence

    mouhamadalmounayar
    Verified
    A
    security
    A
    license
    A
    quality
    A model context server that provides prompts that can be used as slash commands for clients like Zed Editor, in order to add page contents as context to the AI assistant.
    13
    8
    TypeScript
    MIT License

  • Why this server?

    Provides curated access to documentation and best practices, allowing for better-informed prompts and more accurate results.

    mcp-codex-keeper

    aindreyway
    -
    security
    A
    license
    -
    quality
    Serves as a guardian of development knowledge, providing AI assistants with curated access to latest documentation and best practices.
    4
    87
    52
    TypeScript
    MIT License