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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

  • or-pricer

    viperdriver2000
    F
    license
    -
    quality
    B
    maintenance
    MCP server that provides OpenRouter model pricing data, enabling price lookups, trending/cheapest lists, and model searches without an API key.
  • @pipeworx/or-dmv by pipeworx-io

    @pipeworx/or-dmvofficial

    pipeworx-io
    A
    license
    -
    quality
    C
    maintenance
    Provides live wait times and office details for all 60 Oregon DMV field offices by scraping the ODOT website, with no authentication required.
    20
    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

  • 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

  • MCP Prompt Tester

    rt96-hub
    A
    license
    -
    quality
    C
    maintenance
    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.
    MIT

  • a-share-mcp

    shouldnotappearcalm
    A
    license
    -
    quality
    F
    maintenance
    提供A股实时行情、历史K线、财务报表、技术指标等全方位数据查询的MCP服务器，支持盘中即时更新及批量查询。
    24
    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

  • MCP Prompt Optimizer

    Bubobot-Team
    A
    license
    -
    quality
    D
    maintenance
    This MCP server provides research-backed prompt optimization tools and professional domain templates designed to improve AI performance through strategies like Tree of Thoughts and Medprompt. It enables users to analyze, auto-optimize, and refine prompts using advanced reasoning patterns and safety-critical alignment techniques.
    24
    MIT

  • Vantex-Security-A

    farahkhaterr
    F
    license
    -
    quality
    B
    maintenance
    This MCP server provides secure access to databases for AI agents, enforcing authentication, authorization, human approval, logging, and notifications to prevent dangerous actions.

  • IndoAds Prompt MCP

    edivianika
    F
    license
    -
    quality
    B
    maintenance
    A retrieval-first prompt engine for commercial advertising that curates, ranks, and composes visual ad prompts for image generation models like GPT Image, Midjourney, and Flux without generating images itself.

  • just-a-mysql-mcp

    xingyuli
    A
    license
    A
    quality
    C
    maintenance
    Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.
    3
    MIT

  • A Share MCP

    24mlight
    A
    license
    C
    quality
    D
    maintenance
    A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.
    2
    41
    646
    MIT

  • api-to-mcp

    sgaluza
    A
    license
    -
    quality
    D
    maintenance
    Turns any OpenAPI REST or GraphQL API into an MCP server, allowing AI assistants like Claude to interact with APIs without writing code.
    18
    MIT