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Terradev

REMOTE · TERRADEV-MCP.TERRADEV.CLOUD · 2 COMPONENTS · SCANNED SEP 21

Cross-cloud GPU orchestration CLI.

Available components

remote · terradev-mcp.terradev.cloud 63 pypi · terradev-cli 61
+3 this week 63 Trust /100
Trust breakdown (7 categories)

How this component scores in each security and reliability category. Every signal is checked automatically against the live server, and we only credit what we can confirm. How we score → Why this is hard to score →

Endpoint Security57
Transport & Reachability40
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 Management40
  • Stability check failed: schema churn in the 13 days we've observed: 8 tool removals, 0 breaking changes, 0 auth/transport breaks, 8 additions. See how to fix → Fail
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
Install

How do I install the Terradev MCP server?

Terradev is a hosted endpoint at https://terradev-mcp.terradev.cloud/sse, so there is nothing to install locally. Ready-made configuration for Claude, Cursor, VS Code, Codex and 5 more is on this page, copied from each client's own documentation.

remote · terradev-mcp.terradev.cloud

# add to Claude Code
claude mcp add --transport http theoddden-terradev 'https://terradev-mcp.terradev.cloud/sse'
// .cursor/mcp.json
{
  "mcpServers": {
    "theoddden-terradev": {
      "url": "https://terradev-mcp.terradev.cloud/sse"
    }
  }
}
// .vscode/mcp.json
{
  "servers": {
    "theoddden-terradev": {
      "type": "http",
      "url": "https://terradev-mcp.terradev.cloud/sse"
    }
  }
}
# ~/.codex/config.toml
[mcp_servers.theoddden-terradev]
url = "https://terradev-mcp.terradev.cloud/sse"
// opencode.json
{
  "$schema": "https://opencode.ai/config.json",
  "mcp": {
    "theoddden-terradev": {
      "type": "remote",
      "url": "https://terradev-mcp.terradev.cloud/sse",
      "enabled": true
    }
  }
}
# add to OpenClaw
openclaw mcp add theoddden-terradev --url 'https://terradev-mcp.terradev.cloud/sse' --transport streamable-http
# ~/.hermes/config.yaml
mcp_servers:
  theoddden-terradev:
    url: "https://terradev-mcp.terradev.cloud/sse"
// ~/.netclaw/config/netclaw.json
{
  "McpServers": {
    "theoddden-terradev": {
      "Transport": "http",
      "Url": "https://terradev-mcp.terradev.cloud/sse"
    }
  }
}
# add to Vellum
assistant mcp add theoddden-terradev -t streamable-http -u 'https://terradev-mcp.terradev.cloud/sse'
// mcp.json
{
  "mcpServers": {
    "theoddden-terradev": {
      "type": "http",
      "url": "https://terradev-mcp.terradev.cloud/sse"
    }
  }
}

The mcpServers block is a cross-client convention. Remote transports vary, so check your client's docs.

Changelog

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.

  • 20 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 33 to 37.

  • 18 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 27 to 30.

  • 16 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 20 to 23.

  • 14 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 13 to 17.

  • 11 Sept 26 +1

    No change was recorded against any check on this day. Stability & Change Management went from 3 to 7.

  • 10 Sept 26 0

    We did not load change detail this far back for this component, so this day may have recorded more than is shown.

    • Stability: 0.03 → fail ▼ security
    • A breaking change shipped without a version bump: still 2.0.1 ▼ security
    • Tool “vault_remove” was removed ▼ security
    • Tool “vault_env” was removed ▼ security
    • Tool “vault_verify” was removed ▼ security
    • Tool “vault_get” was removed ▼ security
    • Tool “vault_set” was removed ▼ security
    • Tool “vault_sync” was removed ▼ security
    • Tool “vault_run” was removed ▼ security
    • Tool “vault_list” was removed ▼ security
    • New tool “secrets_run” functional
    • New tool “secrets_get” functional
    • New tool “secrets_list” functional
    • New tool “secrets_env” functional
    • New tool “secrets_set” functional
    • New tool “secrets_remove” functional
    • New tool “secrets_verify” functional
    • New tool “secrets_sync” functional
    • “langchain_create_sglang_pipeline” reworded the description of “credentials” cosmetic
    • “phoenix_otel_env” reworded the description of “credentials” cosmetic
    • “langfuse_score” reworded the description of “credentials” cosmetic
    • “ray_status” reworded the description of “credentials” cosmetic
    • “agent_deploy” reworded the description of “credentials” cosmetic
    • “agent_mem0_get” reworded the description of “credentials” cosmetic
    • “training_launch_distributed” reworded the description of “credentials” cosmetic
    • “price_intel” reworded the description of “credentials” cosmetic
    • “agent_mem0_update” reworded the description of “credentials” cosmetic
    • “vllm_benchmark” reworded the description of “credentials” cosmetic
    • “langchain_create_workflow” reworded the description of “credentials” cosmetic
    • “train_unsloth_run” reworded the description of “credentials” cosmetic
    • “run_workflow” reworded the description of “credentials” cosmetic
    • “sglang_inference” reworded the description of “credentials” cosmetic
    • “status” reworded the description of “credentials” cosmetic
    • “active_context” reworded the description of “credentials” cosmetic
    • “manage_instance” reworded the description of “credentials” cosmetic
    • “warm_pool_start” reworded the description of “credentials” cosmetic
    • “dvc_diff” reworded the description of “credentials” cosmetic
    • “vllm_wake” reworded the description of “credentials” cosmetic
    • “agent_status” reworded the description of “credentials” cosmetic
    • “hf_smart_template” reworded the description of “credentials” cosmetic
    • “provision_gpu” reworded the description of “credentials” cosmetic
    • “train_snapshot” reworded the description of “credentials” cosmetic
    • “checkpoint_delete” reworded the description of “credentials” cosmetic
    • “hf_list_datasets” reworded the description of “credentials” cosmetic
    • “database_weaviate_query” reworded the description of “credentials” cosmetic
    • “sglang” reworded the description of “credentials” cosmetic
    • “deepeval_metrics” reworded the description of “credentials” cosmetic
    • “dvc_status” reworded the description of “credentials” cosmetic
    • “dvc_push” reworded the description of “credentials” cosmetic
    • “langgraph_workflow_status” reworded the description of “credentials” cosmetic
    • “sglang_stop” reworded the description of “credentials” cosmetic
    • “agent_langgraph_status” reworded the description of “credentials” cosmetic
    • “phoenix_spans” reworded the description of “credentials” cosmetic
    • “wandb_run_details” reworded the description of “credentials” cosmetic
    • “phoenix_k8s” reworded the description of “credentials” cosmetic
    • “guardrails_k8s” reworded the description of “credentials” cosmetic
    • “langgraph_orchestrator_worker” reworded the description of “credentials” cosmetic
    • “orchestrator_status” reworded the description of “credentials” cosmetic
    • “langfuse_quality” reworded the description of “credentials” cosmetic
    • “agent_mem0_add” reworded the description of “credentials” cosmetic
    • “get_database_connection” reworded the description of “credentials” cosmetic
    • “cost_simulate” reworded the description of “credentials” cosmetic
    • “helm_generate” reworded the description of “credentials” cosmetic
    • “agent_agentic_serving_show_config” reworded the description of “credentials” cosmetic
    • “qdrant_collections” reworded the description of “credentials” cosmetic
    • “agent_letta_list” reworded the description of “credentials” cosmetic
    • “hf_create_endpoint” reworded the description of “credentials” cosmetic
    • “inferx_usage” reworded the description of “credentials” cosmetic
    • “ollama_model_info” reworded the description of “credentials” cosmetic
    • “guardrails_chat” reworded the description of “credentials” cosmetic
    • “train_stop” reworded the description of “credentials” cosmetic
    • “infer_failover” reworded the description of “credentials” cosmetic
    • “train_resume” reworded the description of “credentials” cosmetic
    • “governance_request_consent” reworded the description of “credentials” cosmetic
    • “ollama_pull” reworded the description of “credentials” cosmetic
    • “dvc_stage_checkpoint” reworded the description of “credentials” cosmetic
    • “agent_langchain_create_langgraph” reworded the description of “credentials” cosmetic
    • “analytics” reworded the description of “credentials” cosmetic
    • “langgraph_create_workflow” reworded the description of “credentials” cosmetic
    • “sglang_start” reworded the description of “credentials” cosmetic
    • “agent_cost” reworded the description of “credentials” cosmetic
    • “agent_skill_attach” reworded the description of “credentials” cosmetic
    • “preflight” reworded the description of “credentials” cosmetic
    • “qdrant_info” reworded the description of “credentials” cosmetic
    • “agent_teardown” reworded the description of “credentials” cosmetic
    • “train_monitor” reworded the description of “credentials” cosmetic
    • “egress_cheapest_route” reworded the description of “credentials” cosmetic
    • “agent_agentic_serving_launch_args” reworded the description of “credentials” cosmetic
    • “inferx_list” reworded the description of “credentials” cosmetic
    • “database_weaviate_list_collections” reworded the description of “credentials” cosmetic
    • “hf_delete_endpoint” reworded the description of “credentials” cosmetic
    • “vllm_analyze” reworded the description of “credentials” cosmetic
    • “hf_list_endpoints” reworded the description of “credentials” cosmetic
    • “inferx_quote” reworded the description of “credentials” cosmetic
    • “query_database” reworded the description of “credentials” cosmetic
    • “ray_start” reworded the description of “credentials” cosmetic
    • “price_trends” reworded the description of “credentials” cosmetic
    • “checkpoint_list” reworded the description of “credentials” cosmetic
    • “k8s_create” reworded the description of “credentials” cosmetic
    • “hf_model_info” reworded the description of “credentials” cosmetic
    • “preflight_report” reworded the description of “credentials” cosmetic
    • “ollama_ps” reworded the description of “credentials” cosmetic
    • “vllm_info” reworded the description of “credentials” cosmetic
    • “inferx_optimize” reworded the description of “credentials” cosmetic
    • “hf_space_deploy” reworded the description of “credentials” cosmetic
    • “orchestrator_register” reworded the description of “credentials” cosmetic
    • “lora_remove” reworded the description of “credentials” cosmetic
    • “infer_route” reworded the description of “credentials” cosmetic
    • “inferx_status” reworded the description of “credentials” cosmetic
    • “hf_hardware_compare” reworded the description of “credentials” cosmetic
    • “k8s_list” reworded the description of “credentials” cosmetic
    • “checkpoint_save” reworded the description of “credentials” cosmetic
    • “agent_letta_delete” reworded the description of “credentials” cosmetic
    • “agent_langgraph_deploy” reworded the description of “credentials” cosmetic
    • “agent_vector_db_up” reworded the description of “credentials” cosmetic
    • “vllm_auto_optimize” reworded the description of “credentials” cosmetic
    • “create_sqlite_connection” reworded the description of “credentials” cosmetic
    • “train_status” reworded the description of “credentials” cosmetic
    • “agent_skill_init” reworded the description of “credentials” cosmetic
    • “langfuse_datasets” reworded the description of “credentials” cosmetic
    • “governance_record_consent” reworded the description of “credentials” cosmetic
    • “agent_letta_status” reworded the description of “credentials” cosmetic
    • “agent_letta_chat” reworded the description of “credentials” cosmetic
    • “database_weaviate_create_collection” reworded the description of “credentials” cosmetic
    • “hf_endpoint_info” reworded the description of “credentials” cosmetic
    • “ray_stop” reworded the description of “credentials” cosmetic
    • “ml_vllm_lora_sync” reworded the description of “credentials” cosmetic
    • “phoenix_snippet” reworded the description of “credentials” cosmetic
    • “agent_langchain_test” reworded the description of “credentials” cosmetic
    • “mlflow_log_run” reworded the description of “credentials” cosmetic
    • “agent_langgraph_test” reworded the description of “credentials” cosmetic
    • “egress_optimize_staging” reworded the description of “credentials” cosmetic
    • “agent_mem0_search” reworded the description of “credentials” cosmetic
    • “inferx_delete” reworded the description of “credentials” cosmetic
    • “guardrails_generate_config” reworded the description of “credentials” cosmetic
    • “k8s_device_plugin” reworded the description of “credentials” cosmetic
    • “mlflow_register_model” reworded the description of “credentials” cosmetic
    • “mlflow_list_experiments” reworded the description of “credentials” cosmetic
    • “agent_mem0_forget” reworded the description of “credentials” cosmetic
    • “k8s_gpu_operator_install” reworded the description of “credentials” cosmetic
    • “agent_scale” reworded the description of “credentials” cosmetic
    • “local_scan” reworded the description of “credentials” cosmetic
    • “orchestrator_load” reworded the description of “credentials” cosmetic
    • “deepeval_init” reworded the description of “credentials” cosmetic
    • “langfuse_configure” reworded the description of “credentials” cosmetic
    • “agent_langchain_create_workflow” reworded the description of “credentials” cosmetic
    • “orchestrator_start” reworded the description of “credentials” cosmetic
    • “agent_letta_create” reworded the description of “credentials” cosmetic
    • “hf_space_status” reworded the description of “credentials” cosmetic
    • “preflight_gpu_check” reworded the description of “credentials” cosmetic
    • “k8s_time_slicing” reworded the description of “credentials” cosmetic
    • “stage” reworded the description of “credentials” cosmetic
    • “cost_optimize_recommend” reworded the description of “credentials” cosmetic
    • “agent_agentic_serving_configure” reworded the description of “credentials” cosmetic
    • “manifests” reworded the description of “credentials” cosmetic
    • “optimize” reworded the description of “credentials” cosmetic
    • “hf_list_models” reworded the description of “credentials” cosmetic
    • “agent_agentic_serving_k8s” reworded the description of “credentials” cosmetic
    • “ray_disagg_pd_deploy” reworded the description of “credentials” cosmetic
    • “kserve_generate_yaml” reworded the description of “credentials” cosmetic
    • “agent_agentic_serving_helm_values” reworded the description of “credentials” cosmetic
    • “wandb_list_projects” reworded the description of “credentials” cosmetic
    • “ray_submit_job” reworded the description of “credentials” cosmetic
    • “phoenix_test” reworded the description of “credentials” cosmetic
    • “ollama_generate” reworded the description of “credentials” cosmetic
    • “ollama_chat” reworded the description of “credentials” cosmetic
    • “vllm_sleep” reworded the description of “credentials” cosmetic
    • “create_postgresql_connection” reworded the description of “credentials” cosmetic
    • “agent_plan” reworded the description of “credentials” cosmetic
    • “preflight_network_check” reworded the description of “credentials” cosmetic
    • “langfuse_export_training_data” reworded the description of “credentials” cosmetic
    • “ml_vllm_lora_unload” reworded the description of “credentials” cosmetic
    • “langfuse_trace” reworded the description of “credentials” cosmetic
    • “qdrant_test” reworded the description of “credentials” cosmetic
    • “ml_vllm_lora_load” reworded the description of “credentials” cosmetic
    • “governance_compliance_report” reworded the description of “credentials” cosmetic
    • “k8s_info” reworded the description of “credentials” cosmetic
    • “langfuse_test” reworded the description of “credentials” cosmetic
    • “wandb_dashboard_status” reworded the description of “credentials” cosmetic
    • “ray_wide_ep_deploy” reworded the description of “credentials” cosmetic
    • “deepeval_evaluate” reworded the description of “credentials” cosmetic
    • “up” reworded the description of “credentials” cosmetic
    • “ollama_list” reworded the description of “credentials” cosmetic
    • “qdrant_create_collection” reworded the description of “credentials” cosmetic
    • “orchestrator_infer” reworded the description of “credentials” cosmetic
    • “hf_hardware_recommend” reworded the description of “credentials” cosmetic
    • “upsert_database” reworded the description of “credentials” cosmetic
    • “agent_mem0_configure” reworded the description of “credentials” cosmetic
    • “orchestrator_evict” reworded the description of “credentials” cosmetic
    • “gpu_topology” reworded the description of “credentials” cosmetic
    • “langgraph_evaluation_workflow” reworded the description of “credentials” cosmetic
    • “qdrant_count” reworded the description of “credentials” cosmetic
    • “wandb_setup_alerts” reworded the description of “credentials” cosmetic
    • “inferx_configure” reworded the description of “credentials” cosmetic
    • “agent_mem0_test” reworded the description of “credentials” cosmetic
  • 9 Sept 26 +1

    We did not load change detail this far back for this component, so this day may have recorded more than is shown.

  • 8 Sept 26 57

    First indexed and scored.

Diagnostics

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 21 Sept 2026 · Probed https://terradev-mcp.terradev.cloud/sse

TLS valid

Negotiated TLS 1.3 with TLS_AES_128_GCM_SHA256 .

Subject Issuer Valid from Valid until Key Signature Serial
CN=terradev-mcp.terradev.cloud CN=YE2,O=Let's Encrypt,C=US 6 Sept 2026 5 Dec 2026 ECDSA 256 ECDSA-SHA384 58263747fed9509679e157640b1f7fb9a51
SANs: terradev-mcp.terradev.cloud
CN=YE2,O=Let's Encrypt,C=US (CA) CN=Root YE,O=ISRG,C=US 3 Sept 2025 2 Sept 2028 ECDSA 384 ECDSA-SHA384 4df3b15dd6c0784c507cd37b58e6f115
CN=Root YE,O=ISRG,C=US (CA) CN=ISRG Root X2,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 ECDSA-SHA384 872165fc34b6e5fba8add5b3705fb53a
CN=ISRG Root X2,O=Internet Security Research Group,C=US (CA) CN=ISRG Root X1,O=Internet Security Research Group,C=US 13 May 2026 2 Sept 2032 ECDSA 384 SHA256-RSA 6c8f1dc727c7117f7baf853ac980f9cd

Background: What to check on a remote MCP endpoint →

DNSSEC insecure

Validation of terradev-mcp.terradev.cloud. — Not signed

Zone DS Keys Algorithms Outcome
. trust_anchor 20326, 38696 8, 8 Verified
cloud. present 7041 13 Verified
terradev.cloud. absent Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation
Authentication No authorisation required

The endpoint answered without asking for a token. Anyone who knows the URL can reach it.

Result No authorisation required
HTTP status 308

Background: How OAuth 2.1 works in the 2026 MCP spec →

Transports 2 probes
Transport URL Outcome Status Location
sse https://terradev-mcp.terradev.cloud/sse Verified 200
http (plaintext) http://terradev-mcp.terradev.cloud/sse HTTPS enforced 308 https://terradev-mcp.terradev.cloud/sse
MCP tools · 245 exposed · ~27,281 tokens

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 →

Tool Tokens
secrets_set ~145

Store a secret in the Terradev secrets store. Values are encrypted at rest.

NameTypeReqDescription
credentialsobject–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…
keystringyesCredential key name (e.g. api_key, secret_key)
providerstringyesCloud provider name (e.g. runpod, aws, vastai)
valuestringyesSecret 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.

NameTypeReqDescription
credentialsobject–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.

NameTypeReqDescription
credentialsobject–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

NameTypeReqDescription
credentialsobject–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…
providerstringyesProvider 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.

NameTypeReqDescription
actionstringyesSGLang action to perform
credentialsobject–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.

NameTypeReqDescription
credentialsobject–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…
endpointstringyesSGLang endpoint URL (e.g. http://10.0.0.1:8000)
modelstringyesModel 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.

NameTypeReqDescription
credentialsobject–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_ipstringyesTarget instance IP
modelstringyesHuggingFace 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.

NameTypeReqDescription
credentialsobject–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_ipstringyesTarget 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.

NameTypeReqDescription
credentialsobject–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…
datasetstringyesDataset 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

NameTypeReqDescription
credentialsobject–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.

NameTypeReqDescription
credentialsobject–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…
scriptstringyesTraining 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.

NameTypeReqDescription
credentialsobject–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_idstringyesTraining 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.

NameTypeReqDescription
credentialsobject–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_idstringyesJob 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.

NameTypeReqDescription
credentialsobject–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_idstringyesJob 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.

NameTypeReqDescription
credentialsobject–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_idstringyesTraining job ID

No output schema declared.

No examples provided.

train_status ~94

List all training jobs and their state (created, running, completed, failed).

NameTypeReqDescription
credentialsobject–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.

NameTypeReqDescription
credentialsobject–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_idstringyesJob ID to stop

No output schema declared.

No examples provided.

train_unsloth_run ~116

Run an Unsloth local model server.

NameTypeReqDescription
credentialsobject–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…
modelstringyesModel 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.

NameTypeReqDescription
agentstringyesagent
credentialsobject–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`.

NameTypeReqDescription
credentialsobject–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.

NameTypeReqDescription
credentialsobject–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…
namestringyesTraining job name
scriptstringyesTraining 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.

NameTypeReqDescription
credentialsobject–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…
namestringyesJob name
scriptstringyesTraining 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.

NameTypeReqDescription
credentialsobject–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…
jobstringyesJob 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).

NameTypeReqDescription
connection_idstringyesDatabase connection ID
credentialsobject–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…
dataobjectyesData to insert/update as key-value pairs
tablestringyesTable 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.

NameTypeReqDescription
credentialsobject–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…
endpointstringyesvLLM 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.

NameTypeReqDescription
credentialsobject–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…
modelstringyesModel 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.

NameTypeReqDescription
credentialsobject–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…
endpointstringyesvLLM endpoint URL

No output schema declared.

No examples provided.

vllm_inference ~136

Test inference against a running vLLM endpoint (completions or chat).

NameTypeReqDescription
credentialsobject–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…
endpointstringyesvLLM endpoint URL (e.g. http://10.0.0.1:8000)
modelstringyesModel name to use

No output schema declared.

No examples provided.

vllm_info ~124

Get vLLM server info: loaded models, config, and health status.

NameTypeReqDescription
credentialsobject–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…
endpointstringyesvLLM 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).

NameTypeReqDescription
credentialsobject–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…
endpointstringyesvLLM 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.

NameTypeReqDescription
credentialsobject–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_ipstringyesTarget instance IP
modelstringyesHuggingFace model ID

No output schema declared.

No examples provided.

vllm_stop ~102

Stop a vLLM server on a remote instance.

NameTypeReqDescription
credentialsobject–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_ipstringyesTarget 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.

NameTypeReqDescription
credentialsobject–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…
endpointstringyesvLLM 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.

NameTypeReqDescription
api_keystringyesW&B API key
credentialsobject–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_configobjectyesDashboard 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.

NameTypeReqDescription
api_keystringyesW&B API key
credentialsobject–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_configobjectyesReport 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.

NameTypeReqDescription
api_keystringyesW&B API key
credentialsobject–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.

NameTypeReqDescription
api_keystringyesW&B API key
credentialsobject–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.

NameTypeReqDescription
api_keystringyesW&B API key
credentialsobject–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.

NameTypeReqDescription
api_keystringyesW&B API key
credentialsobject–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.

NameTypeReqDescription
api_keystringyesW&B API key
credentialsobject–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.

NameTypeReqDescription
api_keystringyesW&B API key
credentialsobject–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…
projectstringyesW&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.

NameTypeReqDescription
api_keystringyesW&B API key
credentialsobject–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_idstringyesW&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.

NameTypeReqDescription
alert_configobjectyesAlert config (metric, threshold, condition, notification_channel)
api_keystringyesW&B API key
credentialsobject–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.

NameTypeReqDescription
credentialsobject–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.

NameTypeReqDescription
credentialsobject–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.

Common questions

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 hosted endpoint (https://terradev-mcp.terradev.cloud/sse).

Is the Terradev MCP server safe to use?

Terradev scores 63 out of 100 on VerifyMCP. 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.

Does the Terradev MCP server require authentication?

No. We connected to Terradev without credentials and it answered, so anything it exposes is reachable by anyone who knows the address.

Is the Terradev MCP server still maintained?

Terradev is still listed as active in the MCP registry. We last reached this channel on 21 September 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.