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"Agentic RAG: Understanding or Exploring Its Meaning and Applications" matching MCP servers:

  • Zotero Chunk RAG

    ccam80
    A
    license
    A
    quality
    A
    maintenance
    Enables passage-level semantic search over a Zotero library by extracting, chunking, and embedding PDF text using Gemini and ChromaDB. It provides MCP tools to perform topical searches and retrieve specific document passages with surrounding context.
    4
    9
    MIT

  • SNC Cribl MCP

    atree1023
    A
    license
    A
    quality
    C
    maintenance
    Enables querying and exploring Cribl Stream and Edge deployments, providing access to worker groups, fleets, sources, destinations, pipelines, routes, event breakers, and lookups through a structured interface.
    7
    2
    MIT No Attribution

  • Job Tracker MCP Server

    AshC2004
    F
    license
    A
    quality
    C
    maintenance
    Enables tracking job applications through a pipeline, scheduling follow-ups, and summarizing job search progress via natural language.
    7

  • nodered-mcp

    ylt
    F
    license
    B
    quality
    D
    maintenance
    A Python MCP server that provides language models full read/write access to a Node-RED instance through its Admin HTTP API, enabling flow management with structured Pydantic responses and incremental patching.
    22

  • business-day-mcp

    fbdo
    A
    license
    A
    quality
    C
    maintenance
    MCP server for business-day arithmetic with country-aware holiday calendars. It offers tools to check, calculate, and list business days and holidays for over 60 countries.
    9
    MIT

  • Skill-to-MCP

    biocontext-ai
    A
    license
    A
    quality
    C
    maintenance
    Converts AI Skills (following Claude Skills format) into MCP server resources, enabling LLM applications to discover, access, and utilize self-contained skill directories through the Model Context Protocol. Provides tools to list available skills, retrieve skill details and content, and read supporting files with security protections.
    3
    27
    Apache 2.0

  • mcp-python-exec-sandbox

    lu-zhengda
    A
    license
    A
    quality
    D
    maintenance
    Sandboxed Python execution with automatic dependency management. Executes Python scripts in isolated environments (bubblewrap or Docker) with PEP 723 inline dependencies, preventing host pollution.
    3
    1
    MIT

  • google-workspace-unlimited

    dipseth
    A
    license
    A
    quality
    A
    maintenance
    This MCP server provides comprehensive Google Workspace integration (Gmail, Drive, etc.) with multi-user OAuth. Unique features include RAG-powered natural language to Chat card rendering, runtime Jinja2 macro creation, and dynamic tool management.
    7
    25
    Apache 2.0

  • wasmagent-mcp-server

    WasmAgent
    A
    license
    A
    quality
    A
    maintenance
    Code-mode MCP server (docs_search + execute_code two-tool surface) backed by a unified capability manifest across three sandbox kernels (in-process node:vm, WASM via QuickJS / Pyodide / Wasmtime, and remote microVM via E2B / Cloudflare Sandbox). At N=30 tools the bootstrap-context cost drops to 13.6% of direct tool-use. Apache-2.0.
    2
    5
    Apache 2.0

  • filemaker-mcp

    nietsneuah
    A
    license
    A
    quality
    B
    maintenance
    Enables AI assistants to query, analyze, and discover FileMaker database schemas via OData v4, with pandas-powered analytics for efficient data summaries.
    13
    10
    GPL 3.0

  • OpenSCAD MCP Server

    quellant
    A
    license
    A
    quality
    A
    maintenance
    Enables AI assistants to render 3D models from OpenSCAD code, generating single views or multiple perspectives with full camera control. Supports animations, custom parameters, and returns base64-encoded PNG images for seamless integration.
    15
    121
    MIT

  • incident-commander-mcp

    hashirR786
    F
    license
    A
    quality
    C
    maintenance
    AI-powered incident management MCP server that enables investigation, root cause analysis, and response actions for production incidents using mocked data for demo purposes.
    8

  • Intervals.icu MCP Server

    VSidhArt
    F
    license
    A
    quality
    D
    maintenance
    Enables AI assistants to interact with Intervals.icu fitness tracking and wellness data, allowing users to fetch, filter, and group activities or health metrics. It provides structured summaries of workouts and physical well-being through natural language queries.
    4

  • Kylas CRM MCP Server

    akshaykylas94
    A
    license
    A
    quality
    D
    maintenance
    Enables management of Kylas CRM lead operations, including creating leads, searching and filtering records, and resolving user, product, or pipeline IDs. It provides specialized tools for monitoring idle leads and accessing lead schema instructions through natural language.
    8
    MIT

  • DateTime-LocalMCPServer

    VikasPrajapati1998
    A
    license
    A
    quality
    D
    maintenance
    A Model Context Protocol server built with FastMCP that provides tools for retrieving the current local date and time. It allows LLMs to access precise temporal information directly from the host environment.
    9
    MIT