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"Debugging and Navigating Code in a Project" matching MCP servers:

  • Realty In Au MCP Server

    BACH-AI-Tools
    A
    license
    B
    quality
    C
    maintenance
    Enables access to Australian real estate data through the Realty In Au API, supporting property listings, agent/agency information, property details, school lookups, and property search with various filters.
    13
    MIT

  • state-of-ai-in-design-systems

    kaelig
    F
    license
    Not graded
    quality
    C
    maintenance
    Read-only MCP server for the July 2026 survey of AI in open-source design systems, enabling agents to query 19 systems' affordances, coercion techniques, and platform data via 9 tools, 2 resources, and 2 prompts.
    1

  • 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

  • materials-project-mcp-from

    ibtisamkhan96
    F
    license
    Not graded
    quality
    C
    maintenance
    An educational MCP server that wraps the Materials Project API, exposing tools to search chemical systems, get material summaries, find semiconductors by band gap, and retrieve crystal structure facts.

  • 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

  • A-Stock MCP Server

    jiangyj545
    A
    license
    Not graded
    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

  • 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

  • Japan Area Code MCP Server

    CORDEA
    A
    license
    A
    quality
    D
    maintenance
    Provides access to Japanese statistical standard area codes (標準地域コード) from official government data, enabling users to list and search area codes by prefecture or municipality name.
    2
    Apache 2.0

  • LittleSis MCP

    code-rabi
    A
    license
    B
    quality
    C
    maintenance
    Provide access to the LittleSis API to track corporate power and accountability. Enable querying and exploring relationships and entities related to corporate influence. Facilitate integration of corporate data into LLM applications for enhanced context and insights.
    8
    20
    2
    MIT

  • Banco Central do Brasil (BCB):

    mcp-dir
    A
    license
    Not graded
    quality
    C
    maintenance
    MCP server for querying the Central Bank of Brazil's 'Valores a Receber' (amounts to receive) service, providing read-only access to official data through natural language with a hosted server and prepaid credits.
    MIT

  • edgar-mcp

    alinarashid
    F
    license
    A
    quality
    B
    maintenance
    Enables searching SEC EDGAR filings by full-text search and listing company filings, with accurate company name resolution to CIKs in code, avoiding hallucinated identifiers.
    2

  • 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
  • mcp-stat-ee by pipeworx-io

    mcp-stat-eeofficial

    pipeworx-io
    A
    license
    Not graded
    quality
    C
    maintenance
    Access Statistics Estonia (andmed.stat.ee) PxWeb data without API key. Enables navigating subject trees, retrieving table metadata, and querying tabular data with filters.
    25
    1
    MIT

  • Wanatux Labs MCP

    jayala-wt
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables MCP clients to query the Open Science Framework for public research project metadata, abstracts, and component listings using OSF project IDs or URLs.
    MIT

  • mcp-ebi-ols

    pipeworx-io
    A
    license
    Not graded
    quality
    C
    maintenance
    Enables querying and browsing ontologies from the EBI Ontology Lookup Service, including searching for terms, retrieving term details, and navigating ontology hierarchies via natural language.
    8
    MIT