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  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables host assistants to discover and read the toolkit’s research methods over a local stdio MCP connection, supporting research planning, literature work, scientific reasoning, writing, figures, and academic document workflows. It does not itself search scholarly databases, generate research results, compile documents, or call models.
    1
    MIT
  • F
    license
    B
    quality
    B
    maintenance
    Enables local analysis, structuring, verification, and formatting of academic, scientific, technical, and professional documents in French, Russian, and English, including secure document import, OCR, search, citation and bibliography management, quality audits, and DOCX/PDF export. Supports consent-based cloud or local AI writing assistance while preserving originals and flagging uncertainties.
    79
    1
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  • F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI assistants to search across multiple academic databases (PubMed, arXiv, bioRxiv, medRxiv, Semantic Scholar) through a unified interface. Supports advanced filtering, metadata retrieval, PDF downloads, and comprehensive research workflows with citation analysis.
    5
    -
  • F
    license
    Not graded
    quality
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    maintenance
    A bounded evidence review engine that ingests documents, extracts evidence for a given claim, detects contradictions, and produces auditable evidence packets without hallucinations or open-web research.
    -
  • A
    license
    A
    quality
    B
    maintenance
    Recommends study designs for a research question, states the identifying assumptions to verify, and returns runnable R, Python, or Julia code with a formatted citation for every source, drawn from methodological textbooks, an R package, and research articles on causal inference, econometrics, statistics, and machine learning.
    6
    MIT
  • F
    license
    A
    quality
    C
    maintenance
    MCP server for technical research in the TOTVS Protheus ecosystem, enabling AI agents to query official documentation, community knowledge bases, and release notes through structured tools. It supports runtime error debugging and ADVPL code generation.
    7
    -
  • A
    license
    A
    quality
    C
    maintenance
    Provides access to OpenAlex's catalog of 240+ million scholarly works through 18 specialized tools for conducting literature reviews, analyzing citations, tracking research trends, and mapping the scholarly landscape including authors, institutions, and collaboration networks.
    31
    3,004 npm
    60
    MIT
  • A
    license
    A
    quality
    D
    maintenance
    A remote MCP server for traceable research across JW.org and the Watchtower Online Library, providing tools for searching, retrieving articles, footnotes, cross-references, and daily texts with optional AI-powered synthesis.
    20
    2
    MIT
  • A
    license
    B
    quality
    F
    maintenance
    Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.
    3
    GPL 3.0
  • A
    license
    A
    quality
    F
    maintenance
    Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.
    40
    52
    Apache 2.0
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI agents to subscribe to a deterministic daily ethics feed drawn from a four-module curriculum and retrieve read-only tools, resources, and reflection prompts covering principles, case studies, and codes of conduct.
    10
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    MCP server over a curated catalog of 78 AI tools for engineering teams. Every entry states when it fits, when it does not, its limits, licence terms and open issue numbers, all verified against the project's own repository — search by keyword, category or licence, and get full records or published comparisons.
    Creative Commons Zero v1.0 Universal
  • F
    license
    Not graded
    quality
    Not graded
    maintenance
    Provides offline access to Ellen Gould Harmon's writings with full-text search, reference navigation, contextual retrieval, and PDF generation capabilities for academic research and study.
    -
  • F
    license
    Not graded
    quality
    D
    maintenance
    A stage-gated MCP server for processing academic papers, enabling sequential extraction of paper sections, methodology, results, and report generation through a controlled workflow with enforced tool visibility across stages.
    -
  • A
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to search arXiv's research repository, download papers, and access their content programmatically. Includes specialized prompts for comprehensive academic paper analysis covering methodology, results, and implications.
    4
    3
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables offline, read-only question answering over a pinned ArduPilot, ExpressLRS, EdgeTX, CRSF, and MAVLink corpus with verifiable citations, plus parameter lookup, bitmask decoding, MAVLink message inspection, CRSF frame decoding, and Intel HEX checks.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    A Python-based MCP server that enables document-based question answering by processing PDF, TXT, and Markdown files through OpenAI's API. It provides hallucination-free responses based strictly on document content using semantic search and includes a web interface for management.
    MIT
  • A
    license
    Not graded
    quality
    D
    maintenance
    Enables document-based question answering using OpenAI's GPT-4 with semantic search and embeddings. Upload PDF, TXT, or Markdown files and get answers strictly based on document content with source attribution and confidence scores.
    MIT
  • A
    license
    A
    quality
    C
    maintenance
    Provides AI assistants with access to University of Alabama at Birmingham's Research Computing documentation, enabling users to search and retrieve information about the Cheaha HPC cluster, SLURM job scheduling, storage systems, and available software tools.
    5
    MIT
  • A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to search, fetch, and quote live motorcycle repair guides and gear reviews, browse the latest posts, and list available topics through four MCP tools. Data is pulled from the site's WordPress REST API with a six-hour cache, so newly published articles appear automatically without redeploying.
    4
    64 npm
    MIT
  • A
    license
    Not graded
    quality
    F
    maintenance
    Enables IDEs like Cursor, Windsurf, and Claude Code to access and query Appwrite documentation through a vector-powered search system. Provides developers with contextual Appwrite documentation directly within their development environment.
    11
    ISC
  • A
    license
    Not graded
    quality
    C
    maintenance
    Serves read-only tools that let an agent inspect PDFs step by step: outline a document, search for text or figure values, read pages and tables in order, describe figures and chart data, and render page or block images, with every block cited to its page and bounding box. It also lists the PDFs available under a configured root folder, which it never reads outside of.
    MIT