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  • F
    license
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    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
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    D
    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
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    quality
    D
    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.
    23 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Enables exploring Steam store reviews and community discussion threads with server-side filtering, temporal analysis, and metadata context for understanding player sentiment and feedback beyond store page noise.
    13
    25 npm
    1
    BSD 3-Clause
  • A
    license
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    quality
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    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
  • F
    license
    Not graded
    quality
    D
    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
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    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
    7 npm
    1
    MIT
  • A
    license
    A
    quality
    C
    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
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Lets any AI agent score and simplify its own text before it reaches a human, using Flesch readability metrics and plain-language rewrites entirely on the local machine.
    2
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables LLMs to interact with Fathom.video API for managing meeting recordings, retrieving transcripts and AI-generated summaries, searching meeting content, and accessing analytics and team data.
    10
    11 npm
    1
    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
    C
    maintenance
    Unofficial MCP server for working with Kagi without API access (you'll need to be a customer, tho). Searches and summarizes. Uses Kagi session token for easy authentication.
    2
    42
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    Enables users to extract and review Claude's plan reasoning in Claude Code by reading plan files and providing a structured template for decisions, tradeoffs, and assumptions.
    1
    7 npm
    MIT
  • A
    license
    A
    quality
    C
    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 AI assistants to transcribe links (YouTube, Google Drive, Dropbox), list and search your recordings for spoken words and moments, and read transcripts in json/txt/srt/vtt, summaries and metadata. It also lets them request new summaries and delete recordings, all through your own account with API-key or OAuth sign-in.
    8
    357 npm
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides 14+ character-level text analysis tools that give LLMs the ability to accurately count letters, analyze individual characters, and work with text at the character level—overcoming tokenization limitations.
    14
    3 npm
    3
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    A local content summarization service that allows AI agents to fetch web pages, WeChat articles, and Bilibili videos, transcribe if needed, and generate Markdown summaries via MCP.
    16
    2
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
    12
    3
    MIT