"How to scrape web content" matching MCP servers:

• 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.

  Updated 4 days ago (2026-08-13 09:14 UTC)

  13

  MIT

• dronelytics

  markpdxt

  A

  license

  A

  quality

  C

  maintenance

  US drone airspace intelligence and mission planning. 24 MCP tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML.

  Updated 4 months ago (2026-04-23 18:33 UTC)

  25

  3

  MIT

• gmat-mcp-server

  ginomoretta-creator

  A

  license

  A

  quality

  B

  maintenance

  Enables AI agents to autonomously write, run, and debug NASA GMAT mission scripts, with tools for script execution, curated knowledge of common pitfalls, and semantic documentation search.

  Updated 2 months ago (2026-06-11 09:11 UTC)

  5

  ISC

• fluent-mcp-server

  jiweiqi

  A

  license

  A

  quality

  F

  maintenance

  Provides smart URL navigation to ANSYS Fluent documentation, enabling AI assistants to quickly find relevant help pages and manual sections.

  Updated 9 months ago (2025-11-03 10:46 UTC)

  3

  9

  MIT

• EMS MCP Server

  mattsq

  A

  license

  A

  quality

  C

  maintenance

  Provides LLM access to the Event Monitoring System (EMS) API for comprehensive flight data analytics and monitoring. It enables users to query flight records, retrieve time-series analytics, and explore aircraft assets or database hierarchies.

  Updated 2 months ago (2026-06-18 05:18 UTC)

  10

  MIT

• AFSIM MCP Server

  Yookio-Z

  A

  license

  A

  quality

  D

  maintenance

  Enables LLMs and AI agents to interact with AFSIM through standardized MCP tools for scenario management, entity/component control, simulation execution, and results analysis.

  Updated 3 months ago (2026-05-20 09:46 UTC)

  37

  21

  MIT

• brahe-mcp

  duncaneddy

  A

  license

  A

  quality

  B

  maintenance

  Exposes the astrodynamics capabilities of the Brahe library enabling language models to perform space situational awareness and astrodynamics calculations.

  Updated 25 days ago (2026-07-22 21:50 UTC)

  51

  1

  MIT

• MCP TypeScript NASA Server

  jezweb

  A

  license

  A

  quality

  F

  maintenance

  Provides seamless integration with NASA's public APIs, enabling AI assistants to access space and astronomy data including APOD, Mars rover photos, Near-Earth Objects, space weather events, and Earth imagery.

  Updated a year ago (2025-08-10 12:55 UTC)

  5

  14

  MIT

• OpenVSP MCP Server

  Three-Little-Birds

  A

  license

  A

  quality

  D

  maintenance

  Enables automated geometry editing and aerodynamic analysis using OpenVSP and VSPAero through natural language. Provides tools to modify aircraft geometry parameters and run computational fluid dynamics simulations programmatically.

  Updated 9 months ago (2025-11-13 02:29 UTC)

  3

  6

  MIT

• kos-telnet-mcp

  lietblue

  F

  license

  A

  quality

  C

  maintenance

  This MCP server enables AI agents to control kOS computers in Kerbal Space Program, providing tools for scripting, telemetry, and simulation management via telnet and file system integration.

  Updated 2 months ago (2026-06-12 10:58 UTC)

  100

• Yamcs MCP Server

  PaulMRamirez

  A

  license

  B

  quality

  D

  maintenance

  Enables AI assistants to interact with Yamcs mission control systems through natural language, providing tools and resources for telemetry, commands, links, storage, instances, and alarms.

  Updated 10 months ago (2025-10-27 03:37 UTC)

  34

  3

  MIT

• viznoir

  kimimgo

  A

  license

  B

  quality

  A

  maintenance

  Viznoir empowers AI agents to directly analyze and visualize complex 3D scientific and engineering data in cinematic resolution using a fully headless VTK engine. It enables LLMs to seamlessly execute advanced physical analysis, 3D rendering, and generate publication-ready animations purely through natural language commands.

  Updated 5 days ago (2026-08-11 23:01 UTC)

  23

  18

  MIT
• 

  spedas-mcpofficial

  spedas

  A

  license

  B

  quality

  B

  maintenance

  Unified SPEDAS-oriented MCP server for Claude Code and Codex agents, providing tools to discover and fetch heliophysics and planetary science data from CDAWeb, NASA PDS, and SPICE kernels.

  Updated 14 days ago (2026-08-03 07:34 UTC)

  21

  3

  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.

  Updated 8 months ago (2025-12-04 05:37 UTC)

  23

  12

  ISC

• XFOIL MCP Server

  Three-Little-Birds

  A

  license

  B

  quality

  D

  maintenance

  Enables aerodynamic analysis through XFOIL polar computations. Provides typed models and tools to run airfoil performance analyses from agents or automation workflows.

  Updated 9 months ago (2025-11-13 02:29 UTC)

  1

  MIT

• SpaceX MCP

  rftsngl

  A

  license

  -

  quality

  D

  maintenance

  Provides access to live SpaceX data including latest launches, upcoming launches, and company information through the SpaceX API.

  Updated 10 months ago (2025-10-13 13:26 UTC)

  1

  MIT

• mcp-mast-nasa

  pipeworx-io

  A

  license

  -

  quality

  C

  maintenance

  Enables querying the NASA MAST archive of space telescopes for astronomical data, including cone searches, mission-specific queries, and target name resolution.

  Updated 13 days ago (2026-08-04 06:48 UTC)

  9

  MIT

• indigo-mcp

  Richard-Ni

  A

  license

  -

  quality

  C

  maintenance

  MCP server for the INDIGO astronomy automation protocol, enabling AI agents to control telescopes, cameras, focusers, filter wheels, domes, and other observatory equipment through natural language.

  Updated 7 days ago (2026-08-09 17:17 UTC)

  MIT

• ISS Number

  pipeworx-io

  A

  license

  -

  quality

  C

  maintenance

  Generates a unique number derived from the International Space Station's current orbital location, useful for space-derived identifiers or deterministic random seeds.

  Updated 13 days ago (2026-08-04 06:45 UTC)

  9

  MIT

• mcp-open-notify

  pipeworx-io

  A

  license

  -

  quality

  C

  maintenance

  Provides real-time International Space Station position and the list of people currently in space via the Open Notify API.

  Updated 13 days ago (2026-08-04 07:11 UTC)

  4

  MIT