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"Using an AI Agent for Structured Search and Traversal in a Neo4j Database" matching MCP servers:

  • Astro Agent

    Aamish-001
    A
    license
    Not graded
    quality
    C
    maintenance
    Provides live astronomical telemetry and space data, including ISS tracking, NASA APOD, and solar weather, via a Model Context Protocol server with SSE and JSON-RPC support.
    MIT

  • hfss-agent-native

    K-13ROBOT
    A
    license
    Not graded
    quality
    B
    maintenance
    Enables natural language control of HFSS (v2019-2025) for antenna modeling, simulation, and result extraction via win32com without PyAEDT.
    1
    MIT

  • NASA MCP Server

    BACH-AI-Tools
    A
    license
    B
    quality
    D
    maintenance
    Provides standardized access to 20+ NASA data sources including astronomy pictures, Mars rover photos, near-Earth objects, satellite imagery, space weather, and planetary data through a unified interface optimized for AI consumption.
    23
    12
    ISC

  • ardupilot-mavlink-mcp

    rmeadomavic
    A
    license
    Not graded
    quality
    A
    maintenance
    Enables AI agents to interact with an ArduPilot vehicle in real-time via MAVLink, including reading state, inspecting and changing parameters, switching flight modes, diagnosing arming failures, and gated arming/disarming.
    1
    MIT

  • bhoonidhi-mcp

    geovicco-dev
    A
    license
    Not graded
    quality
    A
    maintenance
    An MCP server that lets AI agents search, save, preview, download, and cart satellite scenes from ISRO's Bhoonidhi portal in natural language, with search and saved queries requiring no login and downloads/cart operations using an out-of-band session.
    1
    MIT

  • Jarvis

    mcuestamunoz
    F
    license
    Not graded
    quality
    B
    maintenance
    MCP server for designing drones and related physical systems through natural language in Spanish, with deterministic calculation and simulation.

  • openfoam-mcp

    kimlnw
    -
    license
    Not graded
    quality
    C
    maintenance
    Turns an AI assistant into an OpenFOAM setup and debugging co-pilot, enabling case scaffolding, dictionary edits, mesh sizing, turbulence calculations, and solver log analysis through natural language.

  • propagation-mcp

    rmp
    A
    license
    A
    quality
    A
    maintenance
    MCP server that exposes NOAA/SWPC HF band-condition and space-weather tools, providing real-time solar indices, band conditions, forecasts, alerts, solar wind, and X-ray flux for ham radio operators.
    6
    0
    MIT

  • mavlink-mcp

    hieutachi
    A
    license
    A
    quality
    C
    maintenance
    Connects AI agents to MAVLink drones (PX4, ArduPilot) via a capability layer with safety guardrails, enabling telemetry, flight control, and mission management through natural language.
    12
    1
    MIT

  • Cosmik — Live Space Data

    crashedfox
    A
    license
    A
    quality
    B
    maintenance
    Live space data for AI agents: upcoming rocket launches (SpaceX, NASA, Rocket Lab…), ISS pass predictions for any city or coordinates (live SGP4), and launch news in 7 languages. Read-only, no auth, no API key. Backed by gocosmik.com — the free real-time 3D satellite tracker.
    3
    MIT

  • solar-mcp

    qso-graph
    A
    license
    A
    quality
    D
    maintenance
    MCP server for space weather and HF propagation conditions — live solar flux, Kp index, DSCOVR solar wind, X-ray flux, alerts, 27-day forecast, and band-by-band outlook through any MCP-compatible AI assistant.
    7
    2
    GPL 3.0

  • SkyQuery

    KarthikSubramanian07
    A
    license
    A
    quality
    B
    maintenance
    A local, open-source MCP server that wraps astronomy data services (SIMBAD, JPL Horizons, VizieR, etc.) behind a conversational interface, enabling AI assistants to answer astronomy questions with real, typed, and provenance-tracked data.
    13
    MIT