Terradev
PYPI · TERRADEV-CLI · 2 COMPONENTS
Cross-cloud GPU orchestration CLI.
Available components
Last scanned (2 hours ago)
Scores higher than 61% of PyPI servers
Category Cloud Infrastructure
How this component scores in each security and reliability category. Every signal is checked automatically from public evidence about the published package, including repeated runs of it in an isolated sandbox, and we only credit what we can confirm. How we score → Why this is hard to score →
Supply Chain Security50
- Malware scan not yet available for this package.Unverified
- No known CVEs affecting this package version or its production dependencies.Pass
- Runs setuptools.build_meta at install time, a recognised build step with no custom scripting around it. View diagnostics → Pass
- 2 of 66 dependencies flagged as unhealthy. View diagnostics → Partial
Provenance & Transparency19
- Repository check failed: the declared repository URL returned HTTP 404. See how to fix → View diagnostics → Fail
- Provenance check failed: no build-provenance attestation is published. See how to fix → View diagnostics → Fail
- Clear OSI-approved license (Apache-2.0).Pass
- Actively maintained (last published 37 days ago).Pass
- Security-disclosure policy not yet verified: we couldn't inspect the source repository.Unverified
Schema Quality & AI Usability79
- 100% of prompts and resources have a non-trivial description (not blank, and not just the item's name).Pass
- AI-judged instruction clarity (good).Pass
- Context-footprint check failed: tool/resource definitions use about 27375 tokens (~109/item across 250 items; 245 tools + 5 resources), over budget; trim descriptions and params. See how to fix → Fail
- Usage-examples check failed: none of the tools include examples. See how to fix → Fail
Stability & Change Management100
- No destabilizing schema changes in the last 30 days.Pass
Tool Coverage100
- 100% of tools have a non-trivial description (not blank, and not just the tool's name).Pass
- 100% of tool parameters carry a description.Pass
Tool Safety75
- No prompt-injection markers were found in the server instructions, tool names or descriptions we captured.Pass
- 0 of 21 tool(s) whose name or description implies an irreversible operation declare an MCP destructiveHint annotation; "inferx_deploy" implies "deploy" and declares no destructiveHint at all, which the MCP spec reads as destructive by default. See how to fix → Fail
- An AI judge read all 246 captured unit(s) of tool text and found none that tries to manipulate the model reading it.Pass
Capabilities100
- Implements a supported MCP spec version (2025-11-25); the latest is 2026-07-28.Pass
Every change we have recorded for this component, newest first. Security-relevant changes are always shown. ▲ marks a change for the better, ▼ a change for the worse; unmarked changes are neutral.
- 4 Nov 26 −15
- Malware scan: pass → unverified ▼ security
- 3 Nov 26 +15
- Malware scan: unverified → pass ▲ security
- 2 Nov 26 −15
- Malware scan: pass → unverified ▼ security
- 1 Nov 26 +15
- Malware scan: unverified → pass ▲ security
- 31 Oct 26 −14
- Malware scan: pass → unverified ▼ security
- Stability: 0.97 → pass security
- 30 Oct 26 +15
- Malware scan: unverified → pass ▲ security
- 29 Oct 26 −1
- Stability: pass → 0.93 functional
- 26 Oct 26 −15
- Malware scan: pass → unverified ▼ security
Diagnostic detail from the automated scan of this channel: what the scanner observed at each step, so you can see exactly where a check passed or failed. It is informational only and never changes the trust score.
Captured 5 Nov 2026 · Analysed pypi/terradev-cli@6.2.20
Provenance No attestation
The registry publishes no build provenance for this version, so there is nothing to verify.
| Result | No attestation |
|---|---|
| Ecosystem | pypi |
| Reason | No attestation published |
Background: How many MCP packages publish verified provenance →
Install scripts 1 script
| Hook | Tier | Command |
|---|---|---|
| build_backend | allowlisted | setuptools.build_meta |
Background: Why install scripts are a supply-chain risk →
Dependencies 66 packages
| Packages resolved | 66 |
|---|---|
| Stale | 1 |
| No linked repository | 1 |
| Tree resolution | Complete |
Background: SBOMs and build attestations, explained →
The tools this component advertises to a client, with an estimated token cost for each. Expand a tool to see its parameters and schema. The per-tool counts are indicative and are not scored directly; the schema's total context footprint is one signal in Schema Quality & AI Usability. A tool's description is untrusted text the model reads on every call, which is what makes this list a security surface and not just an inventory: how tool poisoning works →
secrets_set ~145
Store a secret in the Terradev secrets store. Values are encrypted at rest.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| key | string | yes | Credential key name (e.g. api_key, secret_key) |
| provider | string | yes | Cloud provider name (e.g. runpod, aws, vastai) |
| value | string | yes | Secret value to store |
No output schema declared.
No examples provided.
secrets_sync ~94
Import TERRADEV_* environment variables into the secret store for supported cloud providers.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
secrets_verify ~90
Check which providers are fully configured and which keys are missing.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
setup_provider ~94
Get setup instructions for a provider
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| provider | string | yes | Provider name |
No output schema declared.
No examples provided.
sglang ~136
Complete SGLang optimization stack with workload-specific auto-tuning for 7 workload types: agentic chat, batch inference, low latency, MoE models, PD disaggregated, structured output, and RAG.
| Name | Type | Req | Description |
|---|---|---|---|
| action | string | yes | SGLang action to perform |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
sglang_inference ~145
[DEPRECATED] Use sglang action='inference' instead. Test inference against a running SGLang endpoint.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| endpoint | string | yes | SGLang endpoint URL (e.g. http://10.0.0.1:8000) |
| model | string | yes | Model name to use |
No output schema declared.
No examples provided.
sglang_start ~129
[DEPRECATED] Use sglang action='start' instead. Start an SGLang inference server on a remote instance.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| instance_ip | string | yes | Target instance IP |
| model | string | yes | HuggingFace model ID |
No output schema declared.
No examples provided.
sglang_stop ~116
[DEPRECATED] Use sglang action='stop' instead. Stop an SGLang server on a remote instance.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| instance_ip | string | yes | Target instance IP |
No output schema declared.
No examples provided.
stage ~143
Compress, chunk, checksum, and position datasets near compute. Supports local paths, S3/GCS URIs, HTTP URLs, and HuggingFace dataset names. Returns staging plan with agent recommendations.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| dataset | string | yes | Dataset path, S3 URI, GCS URI, HTTP URL, or HuggingFace name |
No output schema declared.
No examples provided.
status ~86
View all instances and costs with state optimization
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
train ~136
Launch 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.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| script | string | yes | Training script path (e.g., train.py) |
No output schema declared.
No examples provided.
train_detect_stragglers ~115
Detect straggler nodes in distributed training. Identifies GPUs with significantly lower utilization that slow the whole job.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| job_id | string | yes | Training job ID |
No output schema declared.
No examples provided.
train_monitor ~110
Real-time GPU monitoring for training jobs. Shows utilization, memory, temperature, power, and cost.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| job_id | string | yes | Job ID to monitor |
No output schema declared.
No examples provided.
train_resume ~108
Resume a training job from its latest checkpoint. Rebuilds config with topology revalidation.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| job_id | string | yes | Job ID to resume |
No output schema declared.
No examples provided.
train_snapshot ~128
Get complete training monitoring snapshot: GPU metrics (utilization, memory, temp, power), training metrics (loss, grad_norm, lr, throughput), straggler detection, and cost estimate.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| job_id | string | yes | Training job ID |
No output schema declared.
No examples provided.
train_status ~94
List all training jobs and their state (created, running, completed, failed).
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
train_stop ~106
Stop a running training job. Kills training processes on all nodes in parallel.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| job_id | string | yes | Job ID to stop |
No output schema declared.
No examples provided.
train_unsloth_run ~116
Run an Unsloth local model server.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| model | string | yes | Model to serve (e.g. unsloth/Llama-3.1-8B) |
No output schema declared.
No examples provided.
train_unsloth_start ~103
Start a coding agent backed by Unsloth's local model server.
| Name | Type | Req | Description |
|---|---|---|---|
| agent | string | yes | agent |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
train_unsloth_stop ~96
Stop a running Unsloth server started with `unsloth run`.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
training_config_generate ~127
Generate a complete training configuration from a declarative spec. Auto-detects framework, sets optimal parallelism, and configures distributed training.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| name | string | yes | Training job name |
| script | string | yes | Training script path |
No output schema declared.
No examples provided.
training_launch_distributed ~126
Full distributed training launch with framework auto-detection, topology validation, and monitoring. Combines preflight + train + monitor in one operation.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| name | string | yes | Job name |
| script | string | yes | Training script |
No output schema declared.
No examples provided.
up ~114
CLI-native provisioning with manifest cache and drift detection. Use --fix-drift to detect and auto-fix drifted infrastructure.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| job | string | yes | Job name for manifest tracking |
No output schema declared.
No examples provided.
upsert_database ~137
Insert or update data in a database table. Performs upsert operation (insert or update on conflict).
| Name | Type | Req | Description |
|---|---|---|---|
| connection_id | string | yes | Database connection ID |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| data | object | yes | Data to insert/update as key-value pairs |
| table | string | yes | Table name (without prefix) |
No output schema declared.
No examples provided.
vllm_analyze ~123
Analyze a running vLLM server's workload and return specific optimization recommendations with before/after comparisons.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| endpoint | string | yes | vLLM endpoint URL (e.g. http://localhost:8000) |
No output schema declared.
No examples provided.
vllm_auto_optimize ~122
Automatically optimize vLLM configuration by analyzing workload patterns. Selects optimal settings for the 6 critical knobs based on live endpoint metrics or sample request files.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| model | string | yes | Model name |
No output schema declared.
No examples provided.
vllm_benchmark ~116
Benchmark a vLLM endpoint with concurrent requests. Returns throughput (req/s), success rate, and total latency.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| endpoint | string | yes | vLLM endpoint URL |
No output schema declared.
No examples provided.
vllm_inference ~136
Test inference against a running vLLM endpoint (completions or chat).
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| endpoint | string | yes | vLLM endpoint URL (e.g. http://10.0.0.1:8000) |
| model | string | yes | Model name to use |
No output schema declared.
No examples provided.
vllm_info ~124
Get vLLM server info: loaded models, config, and health status.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| endpoint | string | yes | vLLM endpoint URL (e.g. http://10.0.0.1:8000) |
No output schema declared.
No examples provided.
vllm_sleep ~123
Put a vLLM server to sleep. Level 1: offload to CPU (fast wake). Level 2: discard weights (minimal RAM).
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| endpoint | string | yes | vLLM endpoint URL |
No output schema declared.
No examples provided.
vllm_start ~136
Start a vLLM inference server on a remote instance via SSH/systemd. Supports Multi-LoRA, Sleep Mode, KV Offloading, Speculative Decoding.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| instance_ip | string | yes | Target instance IP |
| model | string | yes | HuggingFace model ID |
No output schema declared.
No examples provided.
vllm_stop ~102
Stop a vLLM server on a remote instance.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| instance_ip | string | yes | Target instance IP |
No output schema declared.
No examples provided.
vllm_wake ~116
Wake a sleeping vLLM server. For Level 2 sleep, also reloads weights and resets prefix cache.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| endpoint | string | yes | vLLM endpoint URL |
No output schema declared.
No examples provided.
wandb_create_dashboard ~125
Create a custom W&B dashboard with GPU metrics, training loss, and cost panels.
| Name | Type | Req | Description |
|---|---|---|---|
| api_key | string | yes | W&B API key |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| dashboard_config | object | yes | Dashboard config (name, panels, metrics) |
No output schema declared.
No examples provided.
wandb_create_report ~125
Create a W&B report with custom sections, charts, and narrative text.
| Name | Type | Req | Description |
|---|---|---|---|
| api_key | string | yes | W&B API key |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| report_config | object | yes | Report config (title, sections, metrics, description) |
No output schema declared.
No examples provided.
wandb_create_terradev_alerts ~123
Auto-create standard Terradev alerts: GPU cost > budget, utilization < 50%, training loss spike, straggler detection.
| Name | Type | Req | Description |
|---|---|---|---|
| api_key | string | yes | W&B API key |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
wandb_create_terradev_dashboard ~119
Auto-create a Terradev-specific W&B dashboard with GPU utilization, cost tracking, training metrics, and infrastructure panels.
| Name | Type | Req | Description |
|---|---|---|---|
| api_key | string | yes | W&B API key |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
wandb_create_terradev_report ~117
Auto-generate a Terradev infrastructure report: GPU costs, provider comparison, training efficiency, and recommendations.
| Name | Type | Req | Description |
|---|---|---|---|
| api_key | string | yes | W&B API key |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
wandb_dashboard_status ~108
Get comprehensive W&B monitoring overview: dashboards, reports, alerts, active runs.
| Name | Type | Req | Description |
|---|---|---|---|
| api_key | string | yes | W&B API key |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
wandb_list_projects ~105
List all Weights & Biases projects for the configured entity.
| Name | Type | Req | Description |
|---|---|---|---|
| api_key | string | yes | W&B API key |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
wandb_list_runs ~119
List runs in a W&B project with status, metrics summary, and config.
| Name | Type | Req | Description |
|---|---|---|---|
| api_key | string | yes | W&B API key |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| project | string | yes | W&B project name |
No output schema declared.
No examples provided.
wandb_run_details ~119
Get detailed info, metrics, and artifacts for a specific W&B run.
| Name | Type | Req | Description |
|---|---|---|---|
| api_key | string | yes | W&B API key |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
| run_id | string | yes | W&B run ID |
No output schema declared.
No examples provided.
wandb_setup_alerts ~131
Set up custom W&B alerts for GPU metrics: cost thresholds, utilization drops, training anomalies.
| Name | Type | Req | Description |
|---|---|---|---|
| alert_config | object | yes | Alert config (metric, threshold, condition, notification_channel) |
| api_key | string | yes | W&B API key |
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
warm_pool_start ~112
Start the warm pool manager for intelligent model pre-warming. 5 strategies: traffic_based, time_based, priority_based, cost_optimized, latency_optimized.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
warm_pool_status ~96
Get warm pool status: hit rate, cold starts, memory saved, cost saved.
| Name | Type | Req | Description |
|---|---|---|---|
| credentials | object | – | BYOAPI — your own provider credentials as env vars for this call only (never stored). E.g. {"RUNPOD_API_KEY": "..."}, {"AWS_ACCESS_KEY_ID": "...", "AWS_SECRET_ACCESS_KEY": "..."}, or the TERRADEV_<PR… |
No output schema declared.
No examples provided.
How do I install the Terradev MCP server?
Terradev runs locally as a PyPI package, launched with uvx terradev-cli. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.
pypi · terradev-cli
claude mcp add theoddden-terradev -- uvx terradev-cli
What is the Terradev MCP server?
Terradev is an MCP server listed in the public MCP registry as io.github.theoddden/terradev. Cross-cloud GPU orchestration CLI. This page covers its PyPI package (terradev-cli).
Is the Terradev MCP server safe to use?
Terradev scores 64 out of 100 on VerifyMCP. We found no known CVEs affecting it as of 5 November 2026. That is a record of what we were able to check automatically, not an endorsement. The category breakdown on this page shows every signal behind the number, including the ones we could not confirm.
What tools does the Terradev MCP server expose?
Terradev exposes 245 tools: provision_gpu, preflight_report, preflight_gpu_check, preflight_network_check, local_scan, and 240 more. Their descriptions and schemas cost roughly 27,281 tokens of context every time the server is loaded.
Is the Terradev MCP server still maintained?
Terradev is still listed as active in the MCP registry. We last reached this channel on 5 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.
What licence is the Terradev MCP server under?
Terradev declares the Apache-2.0 licence, which is OSI-approved. That covers the source only, and says nothing about the cost of any service it calls.