Terradev
https://terradev-mcp.terradev.cloud/sse ↗
Description
Cross-cloud GPU orchestration CLI.
What our measurements say
Terradev is a remote MCP server published at terradev-mcp.terradev.cloud. It has been probed 6 times since 9/12/2026. It answered in 6 of them (100.0%), a near-uninterrupted record. Median response time is 896 ms, a delay an agent will notice. It exposes a broad tool surface of 245 tools. On the protocol side it still runs 2025-11-25 and has not moved to the newer spec.
Agent readability score
Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.
Agent readability score
Agent readability score
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| Run | Era | Modern | ms | Legacy | ms | Versions |
|---|---|---|---|---|---|---|
| 2026-09-13 01:33:33 | Legacy | 400 | 800 | 200 | 803 | 2025-11-25 |
| 2026-09-12 23:31:36 | Legacy | 400 | 866 | 200 | 870 | 2025-11-25 |
| 2026-09-12 21:29:15 | Legacy | 400 | 956 | 200 | 896 | 2025-11-25 |
| 2026-09-12 19:27:29 | Legacy | 400 | 870 | 200 | 916 | 2025-11-25 |
| 2026-09-12 17:24:09 | Legacy | 400 | 1205 | 200 | 1205 | 2025-11-25 |
| 2026-09-12 15:21:42 | Legacy | 400 | 943 | 200 | 873 | 2025-11-25 |
Schema compliance
tools/list structure, inputSchema validity, and a functional smoke test — the components of the 0-100 score.
- tools/list schema valid
- inputSchema is valid JSON Schema
- Smoke test not run this round
- Cold-start: cold 480ms → warm 578ms (penalty 0ms)
Tools
Tools the server advertised in the latest measurement — measured, not catalog-claimed.
provision_gpuProvision GPU instances for optimal parallel efficiency
gpu_typestringrequiredcredentialsobject
preflight_reportGenerate full preflight validation report with pass/warn/fail per check. Covers GPU drivers, CUDA, NCCL, RDMA, network, disk, and Docker.
credentialsobject
preflight_gpu_checkGPU-specific preflight validation: NVIDIA drivers, CUDA version, GPU count, NCCL, NVLink topology, NCU stall-signature profiling, and adversarial config verification (V1-V3).
credentialsobject
preflight_network_checkNetwork-specific preflight validation: RDMA availability, InfiniBand status, inter-node bandwidth, latency matrix, firewall rules.
credentialsobject
local_scanScan local machine and network for available GPU devices. Returns total VRAM pool for local-first provisioning.
credentialsobject
statusView all instances and costs with state optimization
credentialsobject
manage_instanceManage GPU instances (stop/start/terminate)
instance_idstringrequiredactionstringrequiredcredentialsobject
analyticsGet cost analytics
credentialsobject
optimizeFind cheaper alternatives for running instances
credentialsobject
setup_providerGet setup instructions for a provider
providerstringrequiredcredentialsobject
configure_providerConfigure provider credentials
providerstringrequiredcredentialsobject
trainLaunch distributed training on provisioned GPU nodes. Supports torchrun, deepspeed, accelerate, and megatron. Use from_provision='latest' to auto-resolve node IPs from your last provision command.
scriptstringrequiredcredentialsobject
Availability history
Each block is one measurement round. Green: working response. Amber: responded but the server was returning errors (5xx). Red: no response at all.
Era history
Each cell is one probe run. Faded cells are incomplete probes — one leg did not answer, so the era is inconclusive.
Response time history
The two probe legs separately: modern server/discover and legacy initialize.
Event log
Derived by comparing consecutive probes — changes in era, protocol version, build and reachability.
- Added to watch — era: Legacy
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[](https://mcpmetrics.io/servers/io-github-theoddden-terradev)<a href="https://mcpmetrics.io/servers/io-github-theoddden-terradev"><img src="https://mcpmetrics.io/badge/io.github.theoddden/terradev/era.svg" alt="mcpmetrics"></a>You are seeing the last 7 days. Sign up for the full history. Which check failed and why is in the dashboard.
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