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  • A
    license
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    quality
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    maintenance
    Provides crystal structure generation, inspection, and export tools via MCP, supporting vacancy, interstitial, doping, solid-solution, surface, grain-boundary, interface, stacking-fault, and dislocation generators with deterministic outputs and optional Materials Project integration.
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that enables agents to evaluate LLMs daily through capability benchmarks and value alignment tests, providing tools to list models, get almanac, judge dilemmas, match user values, and score models.
    1
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  • F
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    Not graded
    quality
    C
    maintenance
    Enables LLM clients to load, clean, visualize, and analyze tabular datasets, and to generate multi-format analytic reports through natural language instructions.
    -
  • F
    license
    A
    quality
    D
    maintenance
    An MCP-native pipeline for collecting structured intelligence on higher education institutions using the WHED schema, enabling scraping, extraction, validation, and saving of profiles.
    10
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  • F
    license
    A
    quality
    D
    maintenance
    Provides access to Wolfram Alpha's computational knowledge engine for mathematical calculations, scientific computing, data analysis, and factual information through natural language queries.
    2
    6
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  • A
    license
    B
    quality
    B
    maintenance
    MindBase implements Karpathy's "LLM wiki" pattern as an MCP server. Instead of retrieving chunks at query time (RAG), the LLM maintains a persistent wiki between your conversations: it reads every source you feed it, cross-references pages with [[wikilinks]], flags contradictions between sources, and keeps a context.md that reflects your current synthesized thinking.
    50
    1 npm
    100
    MIT
  • A
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    Not graded
    quality
    D
    maintenance
    Enables scientific literature research through multi-agent search, analysis, and semantic memory, exposing 9 MCP tools for querying, storing, and retrieving research findings.
    1
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    A FastAPI-based server that enables AI assistants to perform Highway Capacity Manual (HCM) transportation engineering calculations and semantic searches over HCM documentation. It provides specialized tools for complete Chapter 15 two-lane highway analysis following standard engineering methodologies.
    1
    MIT
  • F
    license
    Not graded
    quality
    A
    maintenance
    MCP server for querying hydroponic sensor data stored in PostgreSQL/TimescaleDB. Provides tools to list tables, describe schemas, read recent sensor readings, fetch latest data, and perform time-series aggregations via natural language.
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