Code-only MCP servers — agent-tools.cloud

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.

aero-flight-dynamics

github.com/perfectalone375/aero-flight-dynamics
active

High-fidelity 3-DoF computational aerospace flight dynamics, atmospheric physics, and telemetry simulation engine in Python.

MIT ★ 1
ferrotherm

github.com/dcharlot-physicalai-bmi/ferrotherm
active

Thermodynamic computing in pure Rust: energy-based models, block-Gibbs, parallel tempering, thermodynamic linear algebra, stochastic differentiable programs, a variational compiler onto device topologies, and a joules ledger. Zero deps, wasm-clean, verified against exact physics — and it reaches real Ising silicon through the same trait as a CPU.

Apache-2.0 ★ 2
flash-computer-use

github.com/shortsspectrumai-del/flash-computer-use
active

⚡ Ultra-fast hybrid Browser & Desktop Computer-Use MCP Server (DOM + Native OS Accessibility + LiquidAI D1 Vision) with human-like physical mouse movement and Paint/canvas drawing.

MIT ★ 1
guarded-computer-use-mcp

github.com/be1st6666/guarded-computer-use-mcp
active

Windows computer-use MCP server (26 tools) with a human-in-the-loop approval gate: physical-input-only dialogs, signed guard switches, deny/launch lists, hash-chained audit log. 70+ unit tests, green CI.

MIT ★ 5
Advanced-Chemistry

github.com/The-Studio-of-Sadiq/Advanced-Chemistry
active

Quantum chemistry built up from physics, with no arbitrary exceptions. 23 core chapters, 14 specialization chapters (organic to nuclear), 5 appendices, 249 computed figures, a one-command PDF build and an MCP server.

MIT
atomic-context

github.com/askeita/atomic-context
active

Read-only MCP server for exact, citable values of fundamental physical constants, particle properties, and material properties

MIT
cfd-airfoil-surrogate

github.com/perfectalone375/cfd-airfoil-surrogate
active

Physics-informed CFD aerodynamic surrogate model for instantaneous airfoil pressure distribution & polar curve prediction.

MIT ★ 1
mcp-math-server

github.com/duck1642/mcp-math-server
active

An experimental local MCP server for symbolic, numerical, dimensional, and plotting tools in engineering and physics workflows.

MIT
dsh-saturday

github.com/toki0413/dsh-saturday
active

—

MIT
agent-cam-mcp

github.com/skr-electronics-lab/agent-cam-mcp
active

Physical camera perception, measurement, and verification tool for MCP AI agents

pypi MIT
agent-cam-mcp

github.com/skr-electronics-lab/agent-cam-mcp
active

Physical camera perception, measurement, and verification tool for MCP AI agents

MIT
claude-eyes

github.com/afrid1997/claude-eyes
updated this year

MCP server that gives Claude eyes and hands in the physical world — Mac screen, webcam, phone cameras, phone screens, and security cameras

MIT ★ 1
robotics-spatial-vision-mcp

github.com/Whambammy/robotics-spatial-vision-mcp
active

Point cloud ICP alignment, Recast navmesh baking, and camera extrinsics calibration for physical AI agents.

MIT