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"Coding tools to understand and manage a large codebase like MCP, CLINE, or ROOCODE" matching MCP servers:

  • Reuters Business and Financial

    BACH-AI-Tools
    A
    license
    C
    quality
    D
    maintenance
    Provides access to the Reuters Business and Financial News API to retrieve articles, trending news, and market data. It enables searching and filtering financial content by date, author, category, and keywords.
    20
    MIT

  • fin-products-tools

    hyeonseo2
    A
    license
    -
    quality
    D
    maintenance
    MCP server that provides tools to query Korean financial products (savings, deposits, pensions, mortgages, loans) via the FSS Open API, enabling search by company or product type.
    2
    MIT

  • OSINT Tools MCP Server

    frishtik
    A
    license
    -
    quality
    D
    maintenance
    A comprehensive MCP server that exposes multiple OSINT tools to AI assistants like Claude, enabling sophisticated reconnaissance and information gathering tasks using industry-standard OSINT tools.
    230
    MIT

  • Scientific Tools MCP Server

    shomechakraborty
    F
    license
    A
    quality
    D
    maintenance
    High-value scientific tools for AI agents — literature search (PubMed, arXiv, Semantic Scholar), chemical compound lookup (PubChem, ChEMBL), patent prior art search (USPTO, EPO), GPU spot prices across 4 providers, and real-time earth science data (USGS, NASA, OpenAQ). Per-call billing via API key. Keys issued instantly at https://mcp-site.com/keys/request
    6

  • A-Stock MCP Server

    jiangyj545
    A
    license
    -
    quality
    C
    maintenance
    Provides free Chinese A-share stock data including real-time quotes, historical K-lines, market scanning, and multi-factor stock screening via BaoStock and Sina Finance APIs.
    MIT

  • osm-mcp

    a-tsitanov
    F
    license
    B
    quality
    B
    maintenance
    Provides read-only query tools over OpenStreetMap data in PostGIS, enabling natural language queries for features, categories, and spatial analysis.
    7
  • Statistics Query and Verification MCP by ONSdigital

    Statistics Query andofficial

    ONSdigital
    F
    license
    B
    quality
    C
    maintenance
    MCP server for answering questions about official statistics from a single publication URL, with tools to check query scope, retrieve overview, text, data files, and search.
    5

  • GISGP GIS Tools

    uponex
    A
    license
    -
    quality
    C
    maintenance
    Free remote MCP server for GIS/ArcGIS Online automation — coordinate/EPSG conversion, GeoJSON validation and geometry operations, ArcGIS FeatureServer inspection (feature count/query, schema, health check), and Shapefile/KML/GPX/WKT format conversion. Works with public ArcGIS layers without a token;
    MIT

  • jaxa-earth-mcp

    a-hikata
    A
    license
    A
    quality
    C
    maintenance
    Enables interactive access to JAXA's satellite observation data (precipitation, land surface temperature, NDVI, elevation, soil moisture) via Claude, providing tools for point time series, dataset information, and area image generation.
    4
    MIT

  • Inflation By Api Ninjas

    BACH-AI-Tools
    A
    license
    A
    quality
    D
    maintenance
    Enables access to current inflation data including monthly and annual inflation percentages using CPI (Consumer Price Index) or HICP (Harmonized Index of Consumer Prices) indicators through the API Ninjas Inflation API.
    1
    MIT

  • Formula One MCP Server

    Machine-To-Machine
    A
    license
    A
    quality
    C
    maintenance
    This project implements a Model Context Protocol (MCP) server providing Formula One racing data using the Python FastF1 library. Inspired by an existing TypeScript server, it offers similar F1 data functionalities natively in Python via FastF1.
    8
    2
    MIT

  • News Api14 MCP Server

    BACH-AI-Tools
    A
    license
    B
    quality
    D
    maintenance
    Enables access to News Api14 for searching and retrieving news articles, publishers, and trending topics with filtering by country, language, category, and date.
    8
    MIT

  • NASA MCP Server

    BACH-AI-Tools
    A
    license
    B
    quality
    D
    maintenance
    Provides standardized access to 20+ NASA data sources including astronomy pictures, Mars rover photos, near-Earth objects, satellite imagery, space weather, and planetary data through a unified interface optimized for AI consumption.
    23
    12
    ISC

  • Facts By API Ninjas MCP Server

    BACH-AI-Tools
    A
    license
    C
    quality
    D
    maintenance
    Enables users to retrieve random interesting facts from the Facts By API Ninjas API. It supports fetching multiple facts at once through a simple limit parameter via the Model Context Protocol.
    1
    MIT

  • Zoopla MCP Server

    BACH-AI-Tools
    A
    license
    C
    quality
    D
    maintenance
    Enables access to UK property listings, price estimates, agent information, and market data through the Zoopla API for searching properties for sale or rent with detailed filters and analytics.
    22
    MIT