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"Understanding Code Execution in Programming" matching MCP servers:

  • All-in-MCP

    isomoes
    A
    license
    C
    quality
    C
    maintenance
    Enables academic research through paper search across multiple databases (IACR, CryptoBib, Crossref, Google Scholar), PDF processing, and GitHub repository browsing. Features modular architecture with FastMCP-based proxy server routing to specialized academic tools.
    7
    2
    MIT

  • state-of-ai-in-design-systems

    kaelig
    F
    license
    -
    quality
    B
    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

  • GetABrain🧠 | Live Human-in

    Guitarmaniac24
    A
    license
    A
    quality
    C
    maintenance
    Real human judgment as agent tools -- an AI agent can ask a question and get back a structured, schema-validated JSON answer from a real quality-scored human. 16 response types (yes/no, ratings, rankings, A/B tests, sentiment, image/video/audio review, voice/video/photo capture). Fully programmatic signup with a $5 free trial credit, no card required.
    7
    120
    MIT
  • Code Ocean MCP Server by codeocean

    Code Ocean MCP Serverofficial

    codeocean
    A
    license
    B
    quality
    D
    maintenance
    Provides tools to search and execute Code Ocean capsules and pipelines while managing platform data assets. It enables users to interact with Code Ocean's computational resources and scientific workflows directly through natural language interfaces.
    26
    5
    MIT

  • Papers with Code MCP Server

    philglazer
    F
    license
    -
    quality
    -
    maintenance
    Enables searching and discovering machine learning papers, state-of-the-art benchmarks, tasks, datasets, methods, and leaderboards from Papers with Code. Supports mapping papers to their benchmark results and browsing evaluation tables.

  • CarlaMCP

    codebymov
    A
    license
    A
    quality
    C
    maintenance
    Enables natural language-driven creation and execution of autonomous-vehicle scenarios in the CARLA simulator, with validated primitives and replay support.
    7
    1
    MIT

  • kaggle-mcp

    parkseokjune
    A
    license
    A
    quality
    A
    maintenance
    A safety-first MCP server that connects Claude to Kaggle, enabling competition management, dataset analysis, submission tracking, and kernel execution with built-in safeguards against destructive actions and prompt injection.
    41
    MIT

  • xai-toolkit

    florenciakabas
    F
    license
    A
    quality
    -
    maintenance
    Provides deterministic, plain-English narratives explaining machine learning model predictions via the Model Context Protocol. It enables users to query classification factors directly through natural language, bypassing the need for complex plots or manual code execution.
    20

  • SWMM-MCP

    kLabUM
    A
    license
    B
    quality
    D
    maintenance
    An MCP server that provides a toolbox for interacting with EPA SWMM stormwater models, enabling users to analyze model data and interpret results through LLM-driven tools. It assists stormwater modelers in understanding hydraulic systems and modeling behavior using natural language interfaces.
    18
    6
    MIT
  • @fugle/mcp-server by fugle-dev

    @fugle/mcp-serverofficial

    fugle-dev
    A
    license
    -
    quality
    D
    maintenance
    A Fugle MCP server for stock market data and trading, supporting real-time quotes, historical data, and optional order execution.
    30
    9
    MIT

  • Stata MCP Server

    tmonk
    A
    license
    -
    quality
    C
    maintenance
    Connects AI agents to a local Stata installation, enabling execution of Stata code, data inspection, graph generation, and result verification through natural language interactions.
    77
    AGPL 3.0