Terradev
REMOTE · TERRADEV-MCP.TERRADEV.CLOUD · 2 COMPONENTS
Cross-cloud GPU orchestration CLI.
Available components
Last scanned (16 hours ago)
Scores higher than 58% of remote servers
Unreachable for 1 day in a row. Last reached 4 Nov 2026.
Category Cloud Infrastructure
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 Security11
- TLS not yet verified: we couldn't open a connection to check the certificate. View diagnostics → Unverified
- Authorisation not yet verified: we couldn't confirm whether this endpoint requires it. View diagnostics → Unverified
- HTTPS is enforced; there's no plaintext access path. View diagnostics → Pass
- HSTS not yet verified: we couldn't read the response headers to check for it. View diagnostics → Unverified
- DNSSEC check failed: this domain isn't protected by DNSSEC. See how to fix → View diagnostics → Fail
Transport & Reachability0
- Transport check failed: declared sse, but we couldn't connect to verify it. See how to fix → View diagnostics → Fail
Schema Quality & AI Usability0
- Schema not yet verified: we couldn't read the endpoint's schema, or could read only part of its tool list.Unverified
Stability & Change Management0
- Stability not yet verified: not enough scan history yet (needs a 30-day window).Unverified
Tool Coverage0
- Tool coverage not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.Unverified
Tool Safety0
- Tool safety not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.Unverified
Capabilities0
- Capabilities not yet verified: we couldn't read the endpoint's capabilities.Unverified
Unverified: 5 categories
Categories scored 0 because we could not verify them: authentication we do not have, an unreachable endpoint, or not enough scan history. We only credit what we can confirm.
Checks we ran (3)
- HTTPS
- DNSSEC
- Transport
Checks we could not complete (8)
These are gaps on our side, not findings about this hosted endpoint. We only credit what we can confirm, so a category made up entirely of them scores 0.
- TLS certificate in Endpoint SecurityTLS not yet verified: we couldn't open a connection to check the certificate.
- Authorization in Endpoint SecurityAuthorisation not yet verified: we couldn't confirm whether this endpoint requires it.
- HSTS header in Endpoint SecurityHSTS not yet verified: we couldn't read the response headers to check for it.
- Schema quality in Schema Quality & AI Usability (scores 0 for this)Schema not yet verified: we couldn't read the endpoint's schema, or could read only part of its tool list.
- Stability in Stability & Change Management (scores 0 for this)Stability not yet verified: not enough scan history yet (needs a 30-day window).
- Tool coverage in Tool Coverage (scores 0 for this)Tool coverage not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.
- Tool safety in Tool Safety (scores 0 for this)Tool safety not yet verified: we couldn't read the endpoint's tools, or could read only part of the list.
- Capabilities in Capabilities (scores 0 for this)Capabilities not yet verified: we couldn't read the endpoint's capabilities.
Does not apply to this hosted endpoint (2)
- Supply Chain SecurityScored on package channels only. This is a hosted endpoint, so there is nothing to install or inspect.
- Provenance & TransparencyScored on package channels only. This is a hosted endpoint, so there is nothing to install or inspect.
The score does not measure everything. What the score does not measure →
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.
- 5 Nov 26 0
- Endpoint reachability: reachable → unreachable ▼ security
- Tool safety: pass → unverified ▼ security
- TLS certificate: pass → unverified ▼ security
- HSTS header: fail → unverified ▼ security
- Stability: pass → unverified ▼ security
- Transport: pass → fail ▼ security
- Authorization: Authorisation not yet verified: we couldn't confirm whether this endpoint requires it. security
- Tool coverage: 100 → unverified ▼ functional
- Capabilities: pass → unverified ▼ functional
- Schema quality: 100 → unverified ▼ functional
- 10 Oct 26 +1
- Stability: fail → pass ▲ security
- 7 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 87 to 93.
- 5 Oct 26 +1
No change was recorded against any check on this day. Stability & Change Management went from 83 to 87.
- 29 Sept 26 0
- Schema quality: 27375 → 30174 ▼ functional
- New tool “preflight_provision” functional
- New tool “migrate_status” functional
- New tool “migrate_rollback” functional
- New tool “migrate_plan” functional
- New tool “migrate_execute” functional
- New tool “migrate_compare” functional
- New tool “lineage_trace” functional
- New tool “lineage_graph” functional
- New tool “lineage_export” functional
- New tool “lineage_diff” functional
- New tool “lineage_checkpoint” functional
- New tool “kv_cache_efficiency” functional
- New tool “karpenter_status” functional
- New tool “karpenter_resources” functional
- New tool “karpenter_nodepools” functional
- New tool “karpenter_logs” functional
- New tool “karpenter_install” functional
- New tool “karpenter_gpu_nodes” functional
- New tool “karpenter_events” functional
- New tool “karpenter_delete_nodepool” functional
- New tool “karpenter_create_nodepool” functional
- New tool “environments_promote” functional
- New tool “environments_list” functional
- New tool “environments_history” functional
- New tool “environments_create” functional
- New tool “environments_approve” functional
- New tool “triggers_enable” functional
- New tool “triggers_execute” functional
- New tool “triggers_history” functional
- New tool “triggers_create” functional
- New tool “triggers_list” functional
- New tool “quote_gpu” functional
- 28 Sept 26 0
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 25 Sept 26 0
- We updated how we score, so this day's move reflects our rubric, not a change to the server See what changed → functional
- 10 Sept 26 0
First indexed and scored.
- Stability: 0.03 → fail ▼ security
- A breaking change shipped without a version bump: still 2.0.1 ▼ 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
- Tool “vault_remove” was removed ▼ security
- Tool “vault_env” was removed ▼ security
- Tool “vault_verify” 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
- “agent_mem0_forget” 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_test” reworded the description of “credentials” cosmetic
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 · Probed https://terradev-mcp.terradev.cloud/sse
TLS unreached
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. | DS published | 7041 | 13 | Verified |
| terradev.cloud. | No DS | Unsigned (proven) parent-signed NSEC/NSEC3 proves an unsigned delegation |
Authentication Inconclusive
We could not reach the endpoint well enough to judge its authorisation posture.
| Result | Inconclusive |
|---|
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 | Unreachable | ||
| http (plaintext) | http://terradev-mcp.terradev.cloud/sse | HTTPS enforced |
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 →
price_intel ~138
GPU price intelligence with quantitative analytics. Computes delta (rate of change), gamma (acceleration), and annualized realized volatility on GPU spot/on-demand prices across 21+ providers. Identifies cheapest time windows and provider arbitrage opportunities.
| 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… |
| gpu_type | string | yes | GPU type to analyze |
No output schema declared.
No examples provided.
price_spot_risk ~111
Spot instance risk assessment per provider. Returns interruption probability, mean time to interruption, and recommended mitigation.
| 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… |
| gpu_type | string | yes | GPU type |
No output schema declared.
No examples provided.
price_trends ~117
Get GPU price trend analysis with delta (rate of change), gamma (acceleration), and annualized volatility. Identifies cheapest time windows.
| 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… |
| gpu_type | string | yes | GPU type |
No output schema declared.
No examples provided.
provision_gpu ~98
Provision GPU instances for optimal parallel efficiency
| 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… |
| gpu_type | string | yes | GPU type to provision |
No output schema declared.
No examples provided.
qdrant_collections ~95
List all Qdrant vector collections with their point counts and configurations.
| 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.
qdrant_count ~92
Count points (vectors) in a Qdrant collection.
| 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.
qdrant_create_collection ~99
Create a Qdrant vector collection. Auto-configures vector dimensions from embedding model name.
| 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.
qdrant_info ~92
Get detailed info and stats for a Qdrant collection.
| 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.
qdrant_k8s ~97
Generate Kubernetes StatefulSet manifest for self-hosted Qdrant vector database.
| 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.
qdrant_test ~96
Test connection to Qdrant vector database. Returns cluster info and collection count.
| 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.
query_database ~119
Execute a SELECT query on a database connection. Returns query results as a list of dictionaries.
| 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… |
| sql | string | yes | SQL SELECT query to execute |
No output schema declared.
No examples provided.
quote_gpu ~86
Get a GPU price quote across 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.
ray_disagg_pd_deploy ~132
Generate a Ray Serve LLM disaggregated Prefill/Decode deployment. Splits inference into compute-bound prefill and memory-bound decode phases with KV cache transfer via NIXL.
| 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_id | string | yes | HuggingFace model ID |
No output schema declared.
No examples provided.
ray_list_jobs ~87
List all running Ray jobs and tasks.
| 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.
ray_parallelism_strategy ~133
Compute optimal TP/DP/EP parallelism strategy for a given MoE model and GPU count. Returns recommended configuration with rationale.
| 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_id | string | yes | HuggingFace model ID (e.g. zai-org/GLM-5-FP8) |
No output schema declared.
No examples provided.
ray_start ~95
Start a Ray cluster (head node or worker). For distributed ML training and inference.
| 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.
ray_status ~94
Get Ray cluster status including node count, resources, memory, and running jobs.
| 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.
ray_stop ~87
Stop the Ray cluster on the current node.
| 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.
ray_submit_job ~105
Submit a job script to the Ray cluster for distributed execution.
| 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 | Path to the Python script to submit |
No output schema declared.
No examples provided.
ray_wide_ep_deploy ~154
Generate a Ray Serve LLM Wide-EP (Expert Parallel) deployment for MoE models. Returns Python script and config for distributed MoE serving with EPLB and DeepEP.
| 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_id | string | yes | HuggingFace model ID (e.g. zai-org/GLM-5-FP8, deepseek-ai/DeepSeek-V3) |
No output schema declared.
No examples provided.
rollback ~118
Explicit versioned rollback. Format: job@version (e.g., llama3@v3).
| 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_version | string | yes | Job@version string (e.g., llama3@v3) |
No output schema declared.
No examples provided.
run_workflow ~120
Run a declarative YAML workflow that chains multiple Terradev commands (provision → preflight → train → monitor → checkpoint). Returns step-by-step execution status with cost estimates and confirmation gates for expensive operations.
| 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_env ~102
Print environment-style export lines for a provider. By default values are masked.
| 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.
secrets_get ~109
Retrieve a stored secret. By default the value is masked.
| 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 |
| provider | string | yes | Provider name |
No output schema declared.
No examples provided.
secrets_list ~90
List stored provider and key names. Values are never shown.
| 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_remove ~99
Remove a provider or a single key from the secret store.
| 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.
secrets_run ~106
Run a shell command with secrets injected into the environment.
| Name | Type | Req | Description |
|---|---|---|---|
| command | string | yes | Shell command to execute (will be split into arguments) |
| 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_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.
triggers_create ~89
Create an event trigger (schedule/webhook/metric).
| 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 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
claude mcp add --transport http theoddden-terradev 'https://terradev-mcp.terradev.cloud/sse'
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 72 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 277 tools: provision_gpu, preflight_report, preflight_gpu_check, preflight_network_check, local_scan, and 272 more. Their descriptions and schemas cost roughly 30,080 tokens of context every time the server is loaded.
Does the Terradev MCP server require authentication?
Its publisher declares no required credentials for Terradev. We have not been able to confirm that against the live endpoint, and a server can require authorisation without declaring it here.
Is the Terradev MCP server still maintained?
Terradev is still listed in the MCP registry, though our most recent checks did not reach this channel. We last reached this channel on 4 November 2026. Those dates come from our own scans of the registry and the channel itself, not from anything the publisher announced.
What did VerifyMCP test on the Terradev MCP server?
VerifyMCP ran 3 checks on Terradev, covering HTTPS, DNSSEC and Transport. 8 items could not be completed, a gap on our side rather than a finding about Terradev: TLS certificate, Authorization, HSTS header, Schema quality and 4 more. 5 categories score 0 for that reason, because we only credit what we can confirm. Supply Chain Security and Provenance & Transparency do not apply to a hosted endpoint, so they were not tested. The score does not measure everything, and the scoring documentation lists what it leaves out.