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  • F
    license
    Not graded
    quality
    D
    maintenance
    Provides real-time web research and URL summarization capabilities using Gemini 2.5 Flash with native Google Search grounding. It enables users to perform factual searches and summarize web content directly within MCP-compatible clients like Claude Desktop.
    17
  • F
    license
    Not graded
    quality
    C
    maintenance
    An MCP server that adds real-time web research to Claude Desktop using Gemini 2.5 Flash with native Google Search grounding.
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables LLMs to search, analyze, and summarize academic research papers in real-time from arXiv, Semantic Scholar, and PubMed. Provides automatic deduplication, citation analysis, and BibTeX generation across multiple research databases.
    26
    MIT
  • F
    license
    Not graded
    quality
    C
    maintenance
    A local, rule-based MCP server for searching and analyzing academic papers from arXiv. Enables paper search, ranking, smart summarization, keyword extraction, and citation generation without API keys or LLM calls.
  • A
    license
    Not graded
    quality
    C
    maintenance
    Enables generating deterministic, cited research findings from caller-supplied source metadata and excerpts via a local-fixture MCP tool, supporting English and Spanish.
    Apache 2.0
  • A
    license
    Not graded
    quality
    B
    maintenance
    An MCP-native document research agent that provides search, summarization, and citation tools for iterative multi-step research, ending in validated structured JSON reports.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    MCP server for evidence-based bullet point summarization guidance. Validates and improves bullet lists using scientifically-validated principles from cognitive psychology and UX research.
    1
    20
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    tooltrim reduces the tokens agents spend re-reading bloated tool results. Run it as an MCP server exposing compress and expand_tool_output, or as a gateway in front of any upstream MCP server: it re-exposes the upstream tools unchanged and shrinks each result (HTML/JSON/logs/tables) before it reaches the model, keeping the relevant content only.
    2
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A FastMCP server that enables AI assistants to extract structured information from unstructured text using Google's langextract library through a secure, optimized Model Context Protocol interface.
    4
    33
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides MCP-compatible AI clients with offline text analysis and rewriting tools, including statistics, extractive summaries, keywords, readability scores, case conversion, entity extraction, and diffing, all running locally without API keys or network calls.
    7
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    An MCP server that enables searching arXiv, importing papers, enriching with citation data, generating summaries and research ideas, and querying a local library using local LLMs and embeddings.
    9
    1
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables everyday utilities like calculation, text analysis, encoding, hashing, UUID generation, datetime lookup, and note management through MCP tools, resources, and prompts.
    11
    MIT