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"Methods to Improve or Enhance a Prompt" matching MCP servers:

  • or-info

    jmtrs
    A
    license
    -
    quality
    B
    maintenance
    Enables AI agents to query OpenRouter model information including prices, ELO rankings, context, and perform comparisons.
    445
    1
    MIT

  • self-improve

    Feynman520
    A
    license
    -
    quality
    B
    maintenance
    Captures user corrections and improvements during interactions, logs them, finds recurring patterns, and prescribes preventive fixes like CLAUDE.md rules, skills, scripts, or MCP tools to avoid repeating mistakes.
    6
    MIT

  • Refine Prompt

    FelippeFarias
    A
    license
    A
    quality
    D
    maintenance
    An MCP server that uses Claude 3.5 Sonnet to transform ordinary prompts into structured, professionally engineered instructions for any LLM. It enhances AI interactions by adding context, requirements, and structural clarity to raw user inputs.
    1
    3
    MIT

  • Prompt Ops MCP

    heyjustinai
    A
    license
    A
    quality
    D
    maintenance
    Optimizes prompts using meta-prompting techniques through a two-turn approach that first provides optimization guidelines and then refines the prompt for enhanced quality and effectiveness.
    1
    14
    4
    MIT

  • dev-prompt-mcp

    sayll
    A
    license
    B
    quality
    D
    maintenance
    An MCP server that registers customizable prompt templates as tools for natural language interaction. It supports hot-reloading and easy extension via YAML or JSON files to automate tasks like code review, refactoring, and content summarization.
    2
    11
    1
    MIT

  • MCP Prompt Optimizer

    grandinh
    A
    license
    B
    quality
    D
    maintenance
    Automatically analyzes and optimizes AI prompts by calculating clarity scores, detecting risks, asking clarifying questions, and adding domain-specific requirements to improve AI interaction quality.
    1
    MIT

  • RT-Prompt-MCP

    yuyao1999
    A
    license
    D
    quality
    D
    maintenance
    A Model Context Protocol server that provides specialized prompt suggestions for backend development, frontend development, and general tasks to help LLMs generate better content.
    6
    36
    1
    MIT

  • Yes or No MCP

    a-polishchuk
    F
    license
    D
    quality
    D
    maintenance
    A simple MCP server implementation in TypeScript that communicates over stdio, allowing users to ask questions that end with 'yes or no' to trigger the MCP tool in Cursor.
    1
    10

  • MCP Prompt Server

    gdli6177
    A
    license
    D
    quality
    D
    maintenance
    A server based on Model Context Protocol that provides predefined prompt templates for tasks like code review and API documentation generation, enabling more efficient workflows in Cursor/Windsurf editors.
    10
    17
    247
    MIT

  • Prompt Store MCP

    mhoshdev
    A
    license
    -
    quality
    D
    maintenance
    A local-only MCP server that uses SQLite to store, search, and manage a personal library of AI prompts. It enables developers to organize and reuse prompts across multiple AI clients like Claude and Cursor while keeping all data on their local machine.
    14
    1
    MIT

  • mcp-prompt-engine

    vasayxtx
    A
    license
    -
    quality
    C
    maintenance
    MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine. Create reusable, logic-driven prompts with variables, partials, and conditionals that can be served to any compatible MCP client like Claude Code, Claude Desktop, Gemini CLI, etc.
    18
    MIT

  • MCP Prompt Library

    esreekarreddy
    A
    license
    -
    quality
    D
    maintenance
    Enables AI-assisted development by providing a library of 110+ curated prompts, workflows, and coding standards, with MCP tools for prompt retrieval, composition, and multi-step workflow chains.
    18
    MIT