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"Understanding Code Relationships or Dependencies" matching MCP servers:

  • 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.

  • OpenAIRE MCP Server

    cessda
    A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to explore the OpenAIRE Research Graph and ScholExplorer citation index, discovering citation relationships and retrieving metadata for publications, datasets, and software.
    2
    1
    Apache 2.0

  • MCP Logic

    autonull
    F
    license
    A
    quality
    D
    maintenance
    Enables first-order logic reasoning including theorem proving, model finding, counterexample detection, and category theory diagram verification using pure TypeScript with no external dependencies.
    13
    4

  • Pedigree MCP Server

    plemio
    A
    license
    A
    quality
    B
    maintenance
    Generates family pedigree tree diagrams as PNG or SVG images using standard genetic notation compliant with Bennett 2008/2022 NSGC guidelines. Supports comprehensive genealogical features including conditions, genetic testing results, twin relationships, carrier status, and adoption indicators.
    2
    32
    10
    MIT

  • Vala-Fi MCP Server

    academicnair009
    A
    license
    A
    quality
    D
    maintenance
    A Bloomberg Terminal you can talk to. Query company relationships — suppliers, customers, competitors, supply chain paths — directly from Claude, Cursor, or any MCP-compatible AI assistant.
    7
    MIT

  • noisefloor

    beepboop2025
    A
    license
    A
    quality
    A
    maintenance
    Checks whether a number is real or just noise: peek-safe A/B tests you can look at as often as you like without inflating false positives, two-sided change detection, and a guard for when a metric moved only because its sample size did. Zero dependencies, standard library only.
    6
    MIT

  • Fodda

    piers-fawkes
    A
    license
    A
    quality
    B
    maintenance
    Expert-curated knowledge graphs for AI agents covering retail, beauty, sports, and other industries. Query structured insights, explore relationships, retrieve evidence, and generate macro overviews powered by PSFK's proprietary research.
    6
    302
    1
    Inno Setup

  • 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

  • notebooklm-mcp-rpc

    sanjeev7e
    A
    license
    B
    quality
    D
    maintenance
    A pure-TypeScript MCP server for Google NotebookLM using the batchexecute RPC protocol. Enables management of notebooks, sources, chat, and artifact generation with no Python dependencies.
    52
    MIT

  • insight-blueprint

    etoyama
    A
    license
    B
    quality
    A
    maintenance
    A Python MCP server for hypothesis-driven data analysis, managing analysis designs, data catalogs, and review workflows through Claude Code or any MCP-compatible client.
    18
    MIT

  • Yijing Bazi MCP Server

    SiwuXue
    A
    license
    B
    quality
    D
    maintenance
    Provides traditional Chinese metaphysics analysis capabilities including I Ching divination (hexagram generation and interpretation) and Bazi (Four Pillars) fortune-telling with comprehensive life analysis covering career, wealth, relationships, and health predictions.
    10
    14
    29
    MIT

  • litcoin-mcp

    hyi
    F
    license
    C
    quality
    D
    maintenance
    Enables querying the LitCoin knowledge graph for nodes, edges, and relationships, with support for semantic similarity search over nodes and edges via MCP.
    5

  • IP-MCP

    quolu
    A
    license
    -
    quality
    B
    maintenance
    Enables natural language access to Japanese patent information through the JPO API, allowing users to query patent data directly from Claude Desktop or Claude Code.
    MIT

  • Gramps MCP

    cabout-me
    A
    license
    -
    quality
    D
    maintenance
    Enables AI assistants to interact with Gramps genealogy databases for intelligent family tree research and management. Provides comprehensive tools for searching family data, creating records, analyzing relationships, and tracking genealogy research through natural language.
    40
    AGPL 3.0