"Methods to Enhance Deep Research Capabilities" matching MCP servers:

• 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.

  Last updated 2026-04-23

  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.

  Last updated 2026-06-11

  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.

  Last updated 2025-11-03

  3

  9

  MIT

• EMS MCP Server

  mattsq

  A

  license

  A

  quality

  B

  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.

  Last updated 2026-06-18

  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.

  Last updated 2026-05-20

  37

  18

  MIT

• brahe-mcp

  duncaneddy

  A

  license

  A

  quality

  C

  maintenance

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

  Last updated 2026-05-08

  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.

  Last updated 2025-08-10

  5

  38

  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.

  Last updated 2025-11-13

  3

  4

  MIT

• kos-telnet-mcp

  lietblue

  F

  license

  A

  quality

  B

  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.

  Last updated 2026-06-12

  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.

  Last updated 2025-10-27

  34

  3

  MIT

• viznoir

  kimimgo

  A

  license

  B

  quality

  B

  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.

  Last updated 2026-07-24

  23

  17

  MIT
• 

  spedas-mcpofficial

  spedas

  A

  license

  B

  quality

  C

  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.

  Last updated 2026-07-14

  21

  2

  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.

  Last updated 2025-12-04

  23

  3

  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.

  Last updated 2025-11-13

  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.

  Last updated 2025-10-13

  1

  MIT

• px4-ulog-mcp

  robotto-xyz

  A

  license

  -

  quality

  B

  maintenance

  MCP server for inspecting PX4 ULog flight logs, enabling AI assistants to understand, debug, and reason about drone systems.

  Last updated 2026-06-30

  2

  MIT

• ardupilot-mavlink-mcp

  rmeadomavic

  A

  license

  -

  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.

  Last updated 2026-07-20

  1

  MIT

• SkyQuery

  KarthikSubramanian07

  A

  license

  -

  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.

  Last updated 2026-07-16

  MIT

• dymola-mcp-server

  simonluke

  A

  license

  -

  quality

  C

  maintenance

  Enables AI agents to load, translate, simulate, and analyze Modelica models in Dymola via the Model Context Protocol.

  Last updated 2026-06-14

  MIT

• Spaceflight News MCP

  pipeworx-io

  A

  license

  -

  quality

  C

  maintenance

  Enables AI agents to access spaceflight news data through the Pipeworx MCP gateway, allowing natural language queries for space-related articles and updates.

  Last updated 2026-06-10

  8

  MIT