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  • 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.
    7
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  • F
    license
    A
    quality
    C
    maintenance
    Provides structured behavioral analysis grounded in Panksepp's affective neuroscience and pattern matching to understand human intent and behavior through primary emotional systems and transition dynamics.
    6
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  • F
    license
    A
    quality
    C
    maintenance
    Enables read-only analysis of local unstructured documents by scanning a folder, extracting text and structural metadata, and passing content with truncation and error-awareness to an LLM for summarization.
    9
    1
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  • A
    license
    A
    quality
    C
    maintenance
    MCP server for FisPro fuzzy inference systems, enabling reading .fis files, running inferences, and explaining rule firings in natural language.
    7
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    MCP server for generating Scopus ISSN boolean queries based on journal rankings. Supports ABDC, AJG, and FT50 ranking systems with configurable grade filters and field restrictions.
    3
    7 npm
    MIT
  • F
    license
    A
    quality
    D
    maintenance
    Enables reading and understanding NetCDF files, providing tools to inspect structure, variables, metadata, and data quality for scientific datasets.
    13
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  • A
    license
    A
    quality
    D
    maintenance
    Connects DHIS2 health information systems to AI assistants via the Model Context Protocol, enabling natural language queries for analytics, metadata, and tracker data.
    13
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI tools to perform Chinese fortune-telling analysis including Ziwei Doushu (Purple Star Astrology) and Bazi (Four Pillars) chart generation, fortune reading, and element analysis. Supports multiple calendar systems and output formats for comprehensive divination services.
    7
    5 npm
    53 PyPI
    6
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    An MCP server providing access to XRootD file systems, allowing LLMs to browse directories, read file metadata, and access contents via the root:// protocol. It supports advanced features like campaign discovery, file searching, and ROOT file analysis for scientific data management.
    18
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that exposes numerical and mathematical methods (root finding, integration, differentiation, ODEs, Monte Carlo, dynamic systems) as tools for LLM agents to call directly from chat clients.
    29
    8 npm
    1
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to screen and filter stock universe, compute custom quality scores, inspect score history, manage scoring systems, and generate shareable screen links, acting as the signed-in user.
    23
    MIT
  • A
    license
    B
    quality
    D
    maintenance
    Automates competitive research for startup ideas by executing a 7-step pipeline including idea understanding, competitor discovery, profile extraction, feature comparison, market gap analysis, innovation scoring, and report generation.
    8
    MIT
  • A
    license
    B
    quality
    B
    maintenance
    Enables natural language conversion of production and queueing systems into Petri net models, with simulation and PNML export via MCP tools.
    66
    MIT
  • 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
    8
    MIT