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Methods to Improve or Enhance a Prompt

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  • Why this server?

    Provides secure and standardized data and functionality exposure to LLM applications, offering resources, tools, and prompt management for efficient LLM interactions.

    FastMCP

    wanderingnature
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    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.
    Last updated -
    3
    Python
    MIT License

  • Why this server?

    Offers content processing and enhancement features by combining multiple search engines and AI tools through a single interface.

    mcp-omnisearch

    spences10
    A
    security
    A
    license
    A
    quality
    🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.
    Last updated -
    15
    83
    68
    TypeScript
    MIT License
    • Linux

  • Why this server?

    Provides a frictionless framework for developers to build and deploy AI tools and prompts, focusing on developer experience with zero boilerplate and automatic tool registration.

    WithSeismic MCP

    dougwithseismic
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    security
    A
    license
    -
    quality
    A TypeScript implementation of a Model Context Protocol server that provides a frictionless framework for developers to build and deploy AI tools and prompts, focusing on developer experience with zero boilerplate and automatic tool registration.
    Last updated -
    6
    TypeScript
    MIT License

  • Why this server?

    Provides a server to implement its associated tools (explain_code, review_code, fix_code, edit_code, test_code, simulate_command, your_own_query), for enhanced interaction and prompt enhancement.

    claude-code-mcp

    KunihiroS
    A
    security
    A
    license
    A
    quality
    This project aims to build a Claude Code MCP server and implement its associated tools (explain\_code, review\_code, fix\_code, edit\_code, test\_code, simulate\_command, your\_own\_query). The server is implemented using Node.js and the MCP SDK. It receives tool requests from clients via Stdio, dynamically
    Last updated -
    7
    77
    14
    JavaScript
    MIT License
    • Linux

  • Why this server?

    Simplifies the implementation of the Model Context Protocol by providing a user-friendly API to create custom tools and manage server workflows efficiently.

    MCP Server

    la-rebelion
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    security
    A
    license
    -
    quality
    MCP Server simplifies the implementation of the Model Context Protocol by providing a user-friendly API to create custom tools and manage server workflows efficiently.
    Last updated -
    4
    3
    TypeScript
    MIT License

  • Why this server?

    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.

    Langfuse Prompt Management MCP Serverofficial

    langfuse
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    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.
    Last updated -
    28
    TypeScript
    MIT License

  • Why this server?

    An open source implementation of the Claude built-in text editor tool which helps with enhancing prompts.

    mcp-server-text-editor

    bhouston
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    security
    A
    license
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    quality
    An open source implementation of the Claude built-in text editor tool versions: text\_editor\_20241022 (Claude 3.5 Sonnet) text\_editor\_20250124 (Claude 3.7 Sonnet)
    Last updated -
    294
    4
    TypeScript
    MIT License

  • Why this server?

    Implements the Model Context Protocol (MCP) to provide AI models with a standardized interface for connecting to external data sources and tools like file systems, databases, or APIs.

    MCP Server

    GobinFan
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    security
    F
    license
    -
    quality
    Implements the Model Context Protocol (MCP) to provide AI models with a standardized interface for connecting to external data sources and tools like file systems, databases, or APIs.
    Last updated -
    90
    Python
    • Apple
    • Linux

  • Why this server?

    Automatically indexes markdown, html, and text files in a directory to a vector store, enhancing context and therefore the prompt.

    Simple Files Vector Store Server

    lishenxydlgzs
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    security
    A
    license
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    quality
    A very simple vector store that provides capability to watch a list of directories, and automatically index all the markdown, html and text files in the directory to a vector store to enhance context.
    Last updated -
    123
    16
    TypeScript
    MIT License