com.gradient-dynamics/engineering
Gradient Dynamics: thermal and CFD simulation
Is the Gradient Dynamics MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-14.
GPU CFD and conjugate heat transfer for cold plates, heat sinks, battery packs and electronics.
alive probed 2026-11-14 · HTTP 200
- Endpoint
- https://api.gradient-dynamics.com/mcp (streamable-http)
- Host
- api.gradient-dynamics.com
- Protocol
- 2025-11-25
- Reports itself as
- gradient-dynamics 0.0.1
- Capabilities
- prompts, resources, tools
- Instructions
- 4 090 characters
- Of a 1M window
- 9.4 % of a 1M context window
- Count
- 94k tokens in Claude Opus 5.5, exact, measured 2026-11-14. With the Claude Code prefix mcp__…__ on each tool name: 95k. The o200k_base estimate is 51k. Counted again when the tool definitions change. Method.
- Website
- https://gradient-dynamics.com
- Registry
- active, updated 2026-11-13 · registry entry
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.85×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| create_mesh | 12 100 | 6 526 | 13 % |
| plan_mesh | 10 613 | 5 724 | 11 % |
| run_simulation | 8 112 | 4 375 | 9 % |
| prepare_cold_plate_simulation | 7 724 | 4 166 | 8 % |
| validate_simulation | 7 437 | 4 011 | 8 % |
Compare this server with others.
More servers
Servers that mention engineering.
- AnomalyArmor ai.anomalyarmor/armor-mcp · needs auth
- Giljo HQ ai.giljo/hq · needs auth
- MakerPortal compute ai.makerportal/compute · alive
- OpenArx ai.openarx/openarx · needs auth
- ai.perfloop/perfloop · needs auth
- Provel co.provel/provel · needs auth
- coach.marian/eng-leadership-toolkit · alive
- a2a2p — Agent-to-Agent-to-Physical com.a2a2p/a2a2p · alive
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- This server is in the heaviest 10 % of the registry. Its 5 most expensive tools are 49 % of the cost. Shorter descriptions, fewer optional parameters and fewer tools cut the cost. The command npx mcpcost --url <endpoint> --tools 50 lists every tool with its cost.
Fixed something? Probe it now, with the same steps as the daily run. This page updates with the next daily run.