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"A system for improving requirements (e.g., analysis and completion)" matching MCP servers:

  • yt-analysis-mcp

    Legorobotdude
    F
    license
    A
    quality
    C
    maintenance
    Enables analysis of YouTube videos using the Gemini API to generate summaries and answer specific questions via direct URLs. It supports standard videos and shorts, allowing users to interact with video content without requiring manual downloads.
    Last updated
    5
    3

  • Artificial Analysis MCP Server

    davidhariri
    A
    license
    A
    quality
    D
    maintenance
    Provides access to real-time LLM pricing, speed metrics, and performance benchmarks for over 300 models from Artificial Analysis. It enables users to list, filter, and compare models based on costs, tokens per second, and intelligence indices.
    Last updated
    2
    5
    5
    MIT

  • Web Analysis MCP

    himly0302
    F
    license
    B
    quality
    F
    maintenance
    Enables intelligent web searching using SearXNG with content crawling via Creeper, then summarizes webpage content using LLM to avoid token limit issues. Supports smart filtering with domain blacklist/whitelist and optional LLM-based relevance filtering.
    Last updated
    1

  • A-Share MCP Server

    firmmaple
    A
    license
    -
    quality
    D
    maintenance
    Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.
    Last updated
    26
    MIT

  • Modular RAG System

    naffss-eng
    F
    license
    -
    quality
    B
    maintenance
    MCP server for a modular RAG system that enables natural language question answering over enterprise documents with intent-aware routing, adaptive retrieval, and citation-backed responses.
    Last updated

  • a-stock-data-mcp

    droid-Q
    F
    license
    -
    quality
    C
    maintenance
    MCP server adapter that exposes A-share stock data tools, prompts, and resources via FastMCP, enabling querying of stocks, K-lines, financials, sectors, and market hot spots through natural language.
    Last updated

  • GEO Analysis for AI SEO

    houtini-ai
    A
    license
    B
    quality
    F
    maintenance
    GEO (Generative Engine Optimisation). This tool shows you exactly how AI search engines see your content - claim density, writing quality, E-E-A-T signals, extractability. Research-backed metrics that correlate with 40% higher AI citation rates.
    Last updated
    2
    88
    21
    MIT

  • A-Share MCP Server

    24mlight
    A
    license
    C
    quality
    F
    maintenance
    A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.
    Last updated
    41
    647
    MIT

  • A Share MCP

    24mlight
    A
    license
    C
    quality
    F
    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.
    Last updated
    41
    647
    MIT

  • Alpha Vantage Stock Analysis

    ranveer0323
    A
    license
    D
    quality
    D
    maintenance
    Allows Claude and other MCP clients to access real-time and historical stock market data from Alpha Vantage API, including intraday and daily stock data with customizable intervals.
    Last updated
    3
    2
    6
    MIT

  • MCP Stock Analysis Server

    giptilabs
    F
    license
    -
    quality
    D
    maintenance
    Provides access to real-time and historical Indian stock data via Yahoo Finance API, enabling local LLMs to retrieve stock information through MCP-compatible agents like Claude Desktop and Cursor.
    Last updated
    2

  • Pikud Haoref Alert System

    LeonMelamud
    F
    license
    -
    quality
    D
    maintenance
    Provides real-time access to Israeli emergency alerts from the official Pikud Haoref (Home Front Command) API. Enables AI assistants to check current alerts, retrieve alert history with intelligent city filtering, and monitor emergency notifications including rocket alerts, aerial intrusions, and earthquakes.
    Last updated
    5

  • RAG In A Box MCP Server

    DevNexsler
    F
    license
    -
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    Last updated
    4