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    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
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    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
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    D
    maintenance
    MCP server that enables introspection of any MCP server's registered tools by exposing mcpreg/list, mcpreg/get, and mcpreg/query tools, making tool registry accessible even when the underlying SDK lacks list_tools().
    MIT
  • A
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    A
    maintenance
    MCP server that enables AI assistants to drive systematic literature review workflows, including screening, downloading, converting, and reviewing papers through natural language conversation.
    31
    AGPL 3.0
  • A
    license
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    quality
    B
    maintenance
    Provides read-only tools for planning, writing, and auditing lesion network mapping and connectome-based localization papers, including design classification, methods checklists, phrasebooks, limitations, and manuscript auditing.
    9
    1
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Provides read-only MCP tools that let coding agents search and read bundled Bharosa documentation, API operation details, and SDK/cURL examples. It enables retrieving a contract, selecting grounded examples, and planning integrations without accounts, credentials, or live API calls.
    7
    0
    MIT
  • A
    license
    A
    quality
    A
    maintenance
    Enables interaction with Kenya's government processes by providing form checklists, draft letters, requirements checks, eCitizen guides, Huduma Centre locations, and timeline planning.
    6
    194 PyPI
    MIT
  • F
    license
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    quality
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    maintenance
    Enables AI assistants to access curated life sciences CRM migration intelligence for readiness assessment, module mapping, regulatory compliance, integration architecture, multi-country rollout planning, system validation, and troubleshooting.
    13
    438 PyPI
    -
  • A
    license
    A
    quality
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    maintenance
    The server provides an AI assistant with complete technical documentation, schematics, and part lists for a PTV water jet cutting installation. This enables natural language-based support for troubleshooting, electrical modifications, and maintenance planning.
    22
    MIT
  • A
    license
    A
    quality
    F
    maintenance
    MCP server for Hugeicons integration and documentation This is a TypeScript-based MCP server that provides tools and resources for integrating Hugeicons into various platforms. It implements a Model Context Protocol (MCP) server that helps AI assistants provide accurate guidance for using Hugeicons
    5
    1,847 npm
    26
    MIT
  • A
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    quality
    D
    maintenance
    Scaffolds a documentation repository that serves as a remote MCP server, providing agentic search tools (glob, grep, read) over markdown docs, with a minimal browser UI.
    7 npm
    MIT
  • A
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    Not graded
    quality
    B
    maintenance
    Enables querying a synthetic company handbook with a single search tool that returns the entire handbook rather than just a matching paragraph, demonstrating context-window flooding.
    MIT
  • A
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    Not graded
    quality
    A
    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
  • A
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    quality
    A
    maintenance
    Enables AI agents to send HTML documents to a local viewer, where they are stored and displayed in a live web UI for browsing and searching.
    8 npm
    ISC
  • A
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    Not graded
    quality
    B
    maintenance
    Enables household maintenance planning and tracking through MCP tools, including reviewed step-by-step guides, command-driven state updates, and iCalendar generation for completed routines.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    Provides psycholinguistic, lexical, structural, and discourse-level rules to help writing sound human-authored. Includes reference readers and a compliance checker.
    MIT
  • A
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    Not graded
    quality
    C
    maintenance
    A read-only MCP server that enables AI apps to list, search, and read a set of publicly published guides hosted as Google Docs, without authentication. It exposes list_guides, search_guides, and get_guide tools from a Cloudflare Worker endpoint, caching guide text for about an hour.
    MIT
  • A
    license
    Not graded
    quality
    B
    maintenance
    Enables MCP clients to browse a read-only catalog of published products and their documented interfaces, listing entries, fetching one by stable ID, and searching names, descriptions, and limitations with optional protocol filters. It also exposes the versioned manifest as a resource and a prompt that helps clients match a task to catalog entries without inventing unsupported capabilities.
    MIT