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"A server for IT system operations and maintenance based on MCP" matching MCP servers:

  • MCP-based Academic Paper

    Ta-Gu
    F
    license
    Not graded
    quality
    C
    maintenance
    Enables AI coding assistants to query private academic paper collections via standard MCP tools, with hybrid retrieval, reranking, and inline citations.

  • Business Operations MCP Server

    shdbfrz
    F
    license
    Not graded
    quality
    C
    maintenance
    An MCP server exposing internal business operations as tools — task management (create, list, update status) and RAG-style semantic search over an internal knowledge base (leave, expense, and onboarding policies) that any MCP-compatible AI agent can call directly for grounded, non-hallucinated answers.

  • MCP-based Knowledge Graph

    turambar928
    F
    license
    B
    quality
    C
    maintenance
    An automated system that processes raw text through a three-stage pipeline to assess data quality, enhance information, and generate structured knowledge graphs. It provides tools for triple extraction with confidence scoring and creates interactive HTML visualizations of the resulting graph.
    1
    5

  • Modular RAG System

    naffss-eng
    F
    license
    Not graded
    quality
    B
    maintenance
    MCP server for a modular RAG system that enables natural language question answering over enterprise documents with intent-aware routing, adaptive retrieval, and citation-backed responses.

  • MCP-Based Enterprise Knowledge

    Devidas-07
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables enterprise knowledge search through a chat interface, comparing traditional RAG with MCP-driven retrieval using hybrid BM25 and dense vector search, Ollama-powered answer generation, and question routing to domain-specific retrieval tools.

  • Paws-on-MCP

    hemanth
    F
    license
    Not graded
    quality
    D
    maintenance
    A comprehensive Model Context Protocol (MCP) server implementing the latest MCP specification with tools, resources, prompts, and enhanced sampling capabilities that features HackerNews and GitHub API integrations for AI-powered analysis.
    330

  • exa-mcp-server-for-operit

    x15907982411
    A
    license
    A
    quality
    A
    maintenance
    An Operit-compatible adapter of the Exa MCP server, enabling web search, code search, and company research capabilities in AI assistants. It fixes MCP handshake compatibility issues, allowing tools like web_search_exa and web_fetch_exa to load and run reliably.
    2
    31,113
    MIT
  • Act-On MCP Server by CData by CDataSoftware

    Act-On MCP Server by CDataofficial

    CDataSoftware
    A
    license
    Not graded
    quality
    D
    maintenance
    This read-only MCP Server allows you to connect to Act-On data from Claude Desktop through CData JDBC Drivers. Free (beta) read/write servers available at https://www.cdata.com/solutions/mcp
    MIT

  • serverless-wiki-on-aws MCP

    coni524
    A
    license
    Not graded
    quality
    A
    maintenance
    MCP server that provides secure access to a serverless Markdown wiki on AWS, enabling AI assistants to read, search, and edit pages with space-level permission checks and Bedrock-powered semantic search.
    MIT

  • Inkeep MCP Server for Vercel

    inkeep
    A
    license
    Not graded
    quality
    D
    maintenance
    Enables asking questions and performing semantic searches against an Inkeep knowledge base. Deployable to Vercel with Next.js.
    1
    MIT

  • MCP Enhanced Data Retrieval

    kalpalathika
    F
    license
    Not graded
    quality
    D
    maintenance
    Enables AI applications to access and contextualize organizational knowledge sources including GitHub repositories and internal documentation through standardized MCP protocol integration. Features OAuth 2.1 authentication, vector-based semantic search, and optimized context chunking for enterprise development workflows.

  • Remote MCP Server + AutoRAG on

    fortunto2
    F
    license
    Not graded
    quality
    D
    maintenance
    Deploys a remote MCP server on Cloudflare Workers with AutoRAG capabilities, enabling tools like math operations and RAG-based queries through SSE transport and OAuth authentication.

  • RAG In A Box MCP Server

    DevNexsler
    F
    license
    Not graded
    quality
    B
    maintenance
    Enables any MCP-compatible AI assistant to search, filter, and retrieve information from a local document collection using a hybrid search pipeline with vector, BM25, reranking, and LLM enrichment.
    4

  • it-digest

    davpu
    A
    license
    A
    quality
    B
    maintenance
    MCP server for RSS aggregation and LLM summarization, allowing users to fetch latest articles, search archives, and generate topic-specific digests via natural language.
    7
    MIT