Terradev
REMOTE · TERRADEV-MCP.TERRADEV.CLOUD · 2 COMPONENTS
Cross-cloud GPU orchestration CLI.
Available components
Last scanned (15 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.
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. | present | 7041 | 13 | Verified |
| terradev.cloud. | absent | 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 →
lineage_checkpoint ~85
Record a data/model lineage checkpoint.
| 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.
lineage_diff ~86
Diff lineage between two artifacts or checkpoints.
| 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.
lineage_export ~90
Export lineage data (JSON/graph) for an artifact.
| 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.
lineage_graph ~86
Render the lineage graph for an artifact.
| 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.
lineage_trace ~88
Trace the lineage of a dataset or model artifact.
| 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.
local_scan ~98
Scan local machine and network for available GPU devices. Returns total VRAM pool for local-first provisioning.
| 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.
lora_add ~195
Hot-load a LoRA adapter onto a running vLLM endpoint. The adapter becomes immediately available as a model name for inference requests. Uses vLLM's fused_moe_lora kernel for 454% higher output tokens/sec on MoE models.
| 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) |
| name | string | yes | Adapter name (becomes the model name in API requests) |
| path | string | yes | Path to adapter weights (local path or HuggingFace ID) |
No output schema declared.
No examples provided.
lora_list ~131
List LoRA adapters loaded on a running vLLM endpoint. Shows base models and hot-loaded fine-tuned adapters.
| 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.
lora_remove ~141
Hot-unload a LoRA adapter from a running vLLM endpoint. Frees GPU memory for other adapters.
| 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) |
| name | string | yes | Adapter name to unload |
No output schema declared.
No examples provided.
manage_instance ~107
Manage GPU instances (stop/start/terminate)
| Name | Type | Req | Description |
|---|---|---|---|
| action | string | yes | 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… |
| instance_id | string | yes | Instance ID |
No output schema declared.
No examples provided.
manifests ~85
List cached manifests and versions for 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.
migrate_compare ~88
Compare migration target providers by cost/compatibility.
| 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.
migrate_execute ~86
Execute a previously-planned workload migration.
| 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.
migrate_plan ~88
Plan a workload migration between providers with cost analysis.
| 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.
migrate_rollback ~88
Roll back a migration to the source 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… |
No output schema declared.
No examples provided.
migrate_status ~86
Show status of running/completed migrations.
| 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.
ml_vllm_lora_link ~119
Load the active registry version of an adapter onto a vLLM 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… |
| endpoint | string | yes | vLLM endpoint |
| name | string | yes | Registered adapter name |
No output schema declared.
No examples provided.
ml_vllm_lora_list ~107
List LoRA adapters currently loaded on a vLLM 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… |
| endpoint | string | yes | vLLM endpoint |
No output schema declared.
No examples provided.
ml_vllm_lora_load ~129
Hot-load a LoRA adapter onto a running vLLM 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… |
| endpoint | string | yes | vLLM endpoint |
| name | string | yes | Adapter name |
| path | string | yes | Local path to adapter weights |
No output schema declared.
No examples provided.
ml_vllm_lora_sync ~121
Synchronize an adapter from the registry across multiple vLLM replicas.
| 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 | Registered adapter name |
| replicas | string | yes | Comma-separated host:port list |
No output schema declared.
No examples provided.
ml_vllm_lora_unload ~121
Hot-unload a LoRA adapter from a running vLLM 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… |
| endpoint | string | yes | vLLM endpoint |
| name | string | yes | Adapter name to unload |
No output schema declared.
No examples provided.
mlflow_list_experiments ~105
List MLflow experiments on the configured tracking 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… |
| tracking_uri | string | yes | MLflow tracking server URI |
No output schema declared.
No examples provided.
mlflow_log_run ~142
Log a Terradev training run to MLflow with auto-injected GPU type, provider, cost/hr, and duration as params.
| 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… |
| experiment_name | string | yes | MLflow experiment name |
| run_name | string | yes | Run display name |
| tracking_uri | string | yes | MLflow tracking server URI |
No output schema declared.
No examples provided.
mlflow_register_model ~136
Register a trained model in the MLflow model registry with Terradev provenance tags.
| 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_name | string | yes | Model registry name |
| run_id | string | yes | MLflow run ID that produced the model |
| tracking_uri | string | yes | MLflow tracking server URI |
No output schema declared.
No examples provided.
moe_deploy ~257
Deploy Mixture-of-Experts models with production-ready cluster templates. Auto-applies vLLM cost optimizations (KV cache offloading for up to 9x throughput, MTP speculative decoding for up to 2.8x speed, sleep mode for 18-200x faster restarts). Supports GLM-5, Qwen 3.5, Mistral Large 3, DeepSeek V4, Llama 5. Configures NVLink topology, tensor parallelism, FP8 quantization, vLLM/SGLang backends, and GPU-aware HPA autoscaling.
| 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 for MoE serving |
| model_id | string | yes | HuggingFace model ID (e.g., zai-org/GLM-5-FP8, Qwen/Qwen3.5-397B-A17B) |
No output schema declared.
No examples provided.
ollama_chat ~115
Chat with an Ollama model using the chat/completions API.
| 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… |
| messages | array | yes | Chat messages [{role, content}] |
| model | string | yes | Model name |
No output schema declared.
No examples provided.
ollama_generate ~110
Generate text using an Ollama model (non-chat completions).
| 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 |
| prompt | string | yes | Prompt text |
No output schema declared.
No examples provided.
ollama_list ~88
List models available on an Ollama 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… |
No output schema declared.
No examples provided.
ollama_model_info ~104
Get detailed information about an Ollama model (parameters, template, license).
| 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.
ollama_ps ~86
List currently running Ollama models.
| 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.
ollama_pull ~129
Pull a model to an Ollama 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 | Model name (e.g. llama3.2, deepseek-r1, codellama) |
No output schema declared.
No examples provided.
optimize ~84
Find cheaper alternatives for running instances
| 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.
orchestrator_evict ~100
Evict a model from GPU memory.
| 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 | Model to evict |
No output schema declared.
No examples provided.
orchestrator_infer ~103
Test inference with a model via the orchestrator.
| 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 | Model to run inference on |
No output schema declared.
No examples provided.
orchestrator_load ~97
Load a model into GPU memory.
| 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 | Model to load |
No output schema declared.
No examples provided.
orchestrator_register ~109
Register a model with the orchestrator.
| 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 | Model identifier |
| model_path | string | yes | Path to model weights |
No output schema declared.
No examples provided.
orchestrator_start ~93
Start the model orchestrator for multi-model GPU sharing with eviction policies.
| 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.
orchestrator_status ~90
Get orchestrator and model status including GPU memory utilization.
| 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.
phoenix_k8s ~93
Generate Kubernetes deployment manifest for self-hosted Arize Phoenix 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… |
No output schema declared.
No examples provided.
phoenix_otel_env ~94
Generate OpenTelemetry environment variables for instrumenting serving pods with Phoenix tracing.
| 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.
phoenix_projects ~85
List Phoenix projects (trace namespaces).
| 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.
phoenix_snippet ~92
Generate Python instrumentation snippet for adding Phoenix tracing to LLM applications.
| 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.
phoenix_spans ~112
List recent spans for a Phoenix project. Supports SpanQuery DSL filters like "span_kind == 'RETRIEVER'" or "status_code == 'ERROR'".
| 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.
phoenix_test ~93
Test connection to Arize Phoenix server. Returns collector endpoint and project 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.
phoenix_trace ~111
View full execution tree for a specific trace ID. Shows span hierarchy, latencies, and token counts.
| 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… |
| trace_id | string | yes | Trace ID to inspect |
No output schema declared.
No examples provided.
preflight ~96
Pre-training validation: GPU availability, NCCL, RDMA, drivers across all nodes.
| 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.
preflight_gpu_check ~120
GPU-specific preflight validation: NVIDIA drivers, CUDA version, GPU count, NCCL, NVLink topology, NCU stall-signature profiling, and adversarial config verification (V1-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… |
No output schema declared.
No examples provided.
preflight_network_check ~105
Network-specific preflight validation: RDMA availability, InfiniBand status, inter-node bandwidth, latency matrix, firewall rules.
| 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.
preflight_provision ~89
Run preflight validation before provisioning GPU instances.
| 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.
preflight_report ~113
Generate full preflight validation report with pass/warn/fail per check. Covers GPU drivers, CUDA, NCCL, RDMA, network, disk, and Docker.
| 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.