MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
-
MCP server for interacting with the iOS simulator
npm MIT -
Trading simulator with agentic ai
-
Mission-Readiness-Scoring-System-Simulation-And-Diagnosticsgithub.com/ben854719/Mission-Readiness-Scoring-System-Simulation-And-Diagnosticsupdated this year
A spec‑driven readiness system using simulation, diagnostics, and agentic AI to produce explainable insights. Outputs include rule paths and RS256‑signed records. It models workload and risk to score readiness, surface bottlenecks, and improve clarity and consistency.
Apache-2.0 ★ 1 -
MCP server for Garmin Connect IQ: lets AI agents like Claude Code, Cursor and Copilot build, run, screenshot and drive Monkey C watch apps in the Connect IQ simulator on macOS, in the background. Part of the OwleryWorks Library.
MIT -
Live Apple simulator viewer beside your Codex chat. A Codex plugin and MCP server for inspecting and driving iOS simulators.
NOASSERTION -
Model Context Protocol (MCP) server for the Webots robot simulator. Control robots, inspect and edit scenes, manage simulations, access sensors and cameras, capture screenshots, and execute code directly from AI assistants.
★ 5 -
phantom-touchgithub.com/hieudtr8/phantom-touchupdated this year
MCP server for iOS simulator automation — with clipboard-based text input that works with React Native
npm MIT -
MCP server giving LLMs the ability to design, simulate, and analyze SPICE circuits via LTSpice and NGspice
pypi GPL-3.0 ★ 74 -
text2sim-MCP-servergithub.com/IamCatoBot/text2sim-MCP-serverupdated this year
Text2Sim MCP Server is a conversational simulation engine that transforms natural language into working simulation models. Supporting Discrete-Event Simulation (DES) and System Dynamics (SD), it integrates with LLMs via the Model Context Protocol (MCP) to transform plain English descriptions into simulation models within environments like Claude.
MIT ★ 26 -
Automate and develop mobile apps across iOS and Android via emulators, simulators, and real devices using one unified MCP server.
Apache-2.0 -
Rehearse community reaction to a pricing or launch change — social-simulation MCP for coding agents. Zero API keys.
npm Apache-2.0 -
xcode-studio-mcpgithub.com/kevinswint/xcode-studio-mcpupdated this year
Unified MCP server for AI-assisted iOS development — build, deploy, screenshot, and interact with iOS Simulator from Claude Code, Cursor, or any MCP client
MIT ★ 11 -
ansys-mcp-servergithub.com/vorobjewsen30-max/ansys-mcp-serverupdated this year
MCP Server for Ansys engineering simulation — enables Claude Code CLI to run simulations, manage meshes, process results, and configure models via PyAnsys
pypi MIT -
mxgithub.com/pol-cova/mxactive
Build, run, and inspect iOS simulator apps for AI agents. Semantic UI automation, screenshots, logs, and simulator fleets.
MIT ★ 1 -
Pre-print simulator for Bambu Lab 3D printers: printability, stability, strength (FEA), physics and robot/mechanism simulation — web app + MCP server for AI agents
MIT ★ 8 -
An official Model Context Protocol (MCP) server for Blooket Simulator (https://blooketsimulator.com). Allows Claude and Cursor to simulate unboxing, check drop rates, and get Blook information.
MIT -
spicebridgegithub.com/clanker-lover/spicebridgeupdated this year
MCP server that gives AI assistants direct access to ngspice circuit simulation — design, simulate, and verify circuits through natural language
GPL-3.0 ★ 46 -
Cross-platform desktop and mobile-simulator automation in C++20 — macOS, Windows, Linux, iOS simulators and Android emulators. Native library, stable C ABI, CLI and MCP server.
MIT -
sim6502github.com/CTalkobt/sim6502updated this year
6502 Family simulator, assembler, dis-assembler w/ LLM MCP interface
NOASSERTION ★ 2 -
spicebridgegithub.com/clanker-lover/spicebridgeupdated this year
AI-powered circuit design bridge connecting language models to ngspice simulation via MCP
pypi GPL-3.0-or-later -
@mseep/geofs-mcp-serverstale
Model Context Protocol server for GeoFS flight simulator
npm MIT -
An MCP server that lets AI agents work with the Digital logic circuit simulator.
GPL-3.0 -
MCP Server for AnyLogic Cloud simulation platform integration with AI assistants
★ 10 -
swarm-disaster-agentsgithub.com/barruadi/swarm-disaster-agentsupdated this year
An AI-powered autonomous drone swarm simulation for post-disaster search-and-rescue in Indonesia
★ 1 -
A shared physics world where each AI agent drives one simulated robot through MCP. Deterministic replay and offline rendering. MIT.
MIT -
xcodebuildmcpgithub.com/getsentry/xcodebuildmcpupdated this year
XcodeBuildMCP is a Model Context Protocol server that provides tools for Xcode project management, simulator management, and app utilities.
npm MIT -
Full-lifecycle well control calculation engine, 7-screen choke simulator & MCP server (1,312 tests)
MIT ★ 1 -
Remote MCP server for AI agent simulations, stateful synthetic tools, and evidence-backed reports with Firedrill.
NOASSERTION -
MCP server for YADE open-source discrete element method simulation
pypi MIT -
PERPBRAIN TypeScript SDK, MCP handler, examples, and receipt verifier for Hyperliquid. Read-only and simulation-only.
MIT -
MCP server for CST Studio Suite — antenna design, RF simulation, and PCB layout
AGPL-3.0 ★ 4 -
MCP server for building, running, and analyzing CFAST fire simulation models with an LLM, built on PyCFAST
MIT -
BlockWerk plugin for Claude: build, run and analyse block-diagram simulations via MCP
MIT -
Provide Monte-Carlo-Simulation and Flow Data diagnostics to AI Agents
Apache-2.0 ★ 18 -
MCP server connecting AI agents to YADE — run DEM simulations through natural conversation
MIT ★ 15 -
See and stop simulators, emulators, Docker and dev servers on a Mac, with their RAM. CLI and MCP server.
MIT -
npx launcher for the Testa MCP server (iOS Simulator E2E driver for AI agents). Requires the native `testa` binary — install it with Homebrew.
npm MIT -
smixgithub.com/goliajp/smixactive
AI-native cross-platform mobile automation (iOS Simulator + Android emulator), maestro yaml dialect superset
Apache-2.0 ★ 4 -
ComputeToAigithub.com/RalfHuesing/ComputeToAiupdated this year
Generic stock-and-flow simulation engine via MCP server. First use case: retirement, liquidity, and financial planning.
MIT -
MCP server for pex.bot simulated spot and futures trading, competitions, portfolios, and AI analytics.
npm MIT -
@frontlinesystems/rason-mcp-serverhttps://www.solver.com/rasonupdated this year
Build, solve, and analyze RASON optimization, simulation, data science, and decision models
npm SEE LICENSE IN LICENSE -
bridge4simulatorgithub.com/AppGram/bridge4simulatorupdated this year
An MCP (Model Context Protocol) server that enables AI assistants to control iOS Simulator. Seamlessly integrates with Claude Desktop, Cursor, Claude Code, and other MCP-compatible clients.
★ 80 -
High-fidelity 3-DoF computational aerospace flight dynamics, atmospheric physics, and telemetry simulation engine in Python.
MIT ★ 1 -
An independent MCP server for Blender: modeling, materials, animation, AI 3D generation, and Microsoft Flight Simulator content
pypi AGPL-3.0 ★ 34 -
instrumentsmcpgithub.com/nemanjavlahovic/instruments-mcp-serverupdated this year
AI-native performance profiling for iOS and macOS apps. Profile while you use the app — start/stop recording, simulator control, scenario automation, all through Xcode Instruments via MCP.
npm MIT -
Always-warm iOS Simulator and Android emulator frames: agents read the screen in ~20ms instead of waiting on screenshots. MCP server + CLI.
npm MIT -
MCP server for NEC2 wire-antenna method-of-moments simulation — dipole, Yagi, vertical, loop, inverted-V. Gain patterns, impedance, VSWR.
AGPL-3.0 ★ 2 -
Official MCP interface for AgentFEM: create, validate, run, inspect, and verify finite-element simulations.
NOASSERTION ★ 1 -
MCP server that lets Claude build, edit, solve and report on DWSIM 9.0.5 simulations, live in DWSIM or in the background
MIT -
Always-warm iOS Simulator frames for coding agents — read the screen in ~20ms instead of waiting on a screenshot. MCP server + CLI.
MIT -
Local MCP server that lets AI assistants build, simulate and preview uSimmics 5.9 circuits: harmonic balance, parameter sweeps and annotated spectrum plots
MIT -
Let AI agents test your iOS app in the Simulator — tap, type, swipe and assert, no testIDs needed. CLI + MCP server, zero dependencies.
MIT ★ 3 -
MCP server for pex.bot — AI simulated crypto trading with real-time Upbit prices. 11 tools, 5 resources, 5 prompts.
MIT ★ 1 -
spicebridgegithub.com/SebasC4-20/spicebridgeupdated this year
⚡ Enable AI-driven SPICE circuit design with simulation, measurement, and KiCad export for efficient, automated analog workflow integration.
-
AI-Agent-First Continuum Physical Compiler, Universal Simulator Enhancer (.xml/.usda/.urdf/.gltf) & 200Hz Tactile Safety Shield (RT-Patch-IPC)
NOASSERTION ★ 2 -
MSFS-SimConnect-MCPgithub.com/TheDigitalNinja/MSFS-SimConnect-MCPupdated this year
Model Context Protocol (MCP) server for Microsoft Flight Simulator 2024. Exposes real-time SimConnect flight data - position, altitude, airspeed, autopilot, engine status - to AI agents like Claude. Read-only tools for AI-powered flight instruction.
Unlicense ★ 3 -
Local, capability-aware MCP server for authorized AI-assisted macOS and iOS debugging, Simulator/device workflows, Apple binary analysis, profiling, and reproducible evidence.
NOASSERTION ★ 8 -
Mobster CLI and MCP server. Let Claude Code, Codex and Cursor drive a real iPhone or iOS simulator and check what's on screen.
pypi MIT ★ 7 -
MCP server, command line and TypeScript library that test, drive and measure iOS and Android apps on simulators, emulators and real phones.
npm MIT ★ 1 -
a320-cligithub.com/Santisoutoo/a320-cliupdated this year
Headless A320 systems simulator built on FlyByWire, with a CLI and an MCP server so LLM agents can detect and manage failures following real ECAM/QRH procedures.
★ 2