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"A tool for retrieving code examples from GitLab using semantic search" matching MCP servers:

  • F
    license
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    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.
  • F
    license
    A
    quality
    C
    maintenance
    Enables searching and retrieving Korean Supreme Court precedents from the law.go.kr Open API, with support for keyword search and detailed judgment text.
    2
  • A
    license
    Not graded
    quality
    C
    maintenance
    Fetches live weather data from Open-Meteo without an API key and returns structured JSON with location disambiguation, enabling weather queries in LM Studio chat.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables searching Reddit posts, fetching subreddit content, and retrieving post comments without requiring an API key. It uses public JSON endpoints to provide seamless access to Reddit data for LLM-based applications.
    3
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables searching, downloading, and exporting academic papers from 20+ scholarly sources including arXiv, PubMed, and Semantic Scholar. Supports multi-source concurrent search, citation network tracing, and export to CSV, RIS, and BibTeX.
    MIT
  • F
    license
    Not graded
    quality
    B
    maintenance
    MCP server that silently monitors state changes in structured data sources (e.g., government open data) and provides a pull-based channel for AI agents to retrieve real mutations since their last cursor.
  • F
    license
    A
    quality
    B
    maintenance
    MCP server that finds open-source, commercially-usable icons and returns direct SVG download links, searching over 300,000 icons with license filtering.
    1
  • A
    license
    A
    quality
    B
    maintenance
    A standalone MCP server that searches multiple scholarly metadata providers (PubMed, Europe PMC, bioRxiv, Crossref, OpenAlex, Semantic Scholar, arXiv), deduplicates results, and returns ranked literature with optional open-access full-text retrieval from Europe PMC.
    3
    1
    Apache 2.0
  • A
    license
    B
    quality
    B
    maintenance
    Enables searching and downloading academic papers from 14 platforms including arXiv, PubMed, Google Scholar, Web of Science, Springer, and Sci-Hub with unified data format and intelligent rate limiting.
    44
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    182
    MIT
  • A
    license
    Not graded
    quality
    A
    maintenance
    Enables natural language search and discovery of open-access scientific datasets through the EOSC Data Commons OpenSearch service. Provides tools to search datasets and retrieve file metadata using LLM-assisted queries.
    14
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Unified MCP server for discovering open datasets across Hugging Face, Zenodo, and Kaggle, with ranked search results and one-click Colab starter code generation.
    1
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    This MCP server enables users to search for scientific papers on arXiv and retrieve detailed metadata for specific papers. It provides tools to perform search queries and fetch in-depth information using paper IDs.
    3
    Apache 2.0
  • A
    license
    Not graded
    quality
    D
    maintenance
    Provides search functionality for arXiv.org papers through the official arXiv API, allowing users to search papers by keywords, filter by subject categories and date ranges, and receive comprehensive metadata including PDF links.
    MIT