Contract
input_schema.json
{
"type": "object",
"properties": {},
"additionalProperties": false
}output_schema.json
{
"type": "object",
"properties": {
"data": {
"type": "object",
"properties": {
"chips": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Chip UUID."
},
"name": {
"type": "string",
"description": "Chip name, e.g. 'SN40L', 'B200', 'H100 (SXM)'."
},
"slug": {
"type": "string"
},
"creator": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Chip maker UUID."
},
"logo": {
"type": "string",
"description": "Relative logo asset filename."
},
"name": {
"type": "string",
"description": "Chip maker's public company name, e.g. 'NVIDIA', 'AMD'."
},
"slug": {
"type": "string"
},
"color": {
"type": "string",
"description": "Hex brand color."
},
"country": {
"type": "string",
"description": "Lowercase country code, e.g. 'us'."
},
"websiteUrl": {
"type": "string",
"description": "The chip maker's public website URL (e.g. amd.com)."
}
},
"additionalProperties": true
},
"powerTdpW": {
"type": [
"number",
"null"
],
"description": "Thermal design power in watts; null for the one TPU chip observed."
},
"shortName": {
"type": "string"
}
},
"additionalProperties": true
},
"description": "6 accelerator-chip reference entries on the one real call observed."
},
"system_benchmarks": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Internal record UUID (e.g. '02ac2e84-46d4-4e6a-90af-fb90195e947e')."
},
"slug": {
"type": "string",
"description": "URL-style slug for the benchmark record."
},
"color": {
"type": "string",
"description": "Hex brand color."
},
"label": {
"type": "string",
"description": "Human-readable system label, e.g. '16xSN40L - unknown'."
},
"model": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Model UUID."
},
"name": {
"type": "string",
"description": "Full model name, e.g. 'DeepSeek R1 0528 (May '25)'."
},
"slug": {
"type": "string"
},
"creator": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Model maker UUID."
},
"logo": {
"type": "string",
"description": "Relative logo asset filename -- not a fetchable URL."
},
"name": {
"type": "string",
"description": "Model maker's public company name, e.g. 'DeepSeek'."
},
"slug": {
"type": "string"
},
"color": {
"type": "string",
"description": "Hex brand color, e.g. '#2243e6'."
}
},
"additionalProperties": true
},
"shortName": {
"type": "string",
"description": "Short model name, e.g. 'DeepSeek R1 0528'."
}
},
"additionalProperties": true
},
"system": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "System UUID."
},
"chip": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Chip UUID."
},
"name": {
"type": "string",
"description": "Chip name, e.g. 'SN40L', 'B200'."
},
"slug": {
"type": "string"
},
"creator": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Chip maker UUID."
},
"logo": {
"type": "string",
"description": "Relative logo asset filename."
},
"name": {
"type": "string",
"description": "Chip maker's public company name, e.g. 'NVIDIA'."
},
"slug": {
"type": "string"
},
"color": {
"type": "string",
"description": "Hex brand color."
},
"country": {
"type": "string",
"description": "Lowercase country code, e.g. 'us'."
},
"websiteUrl": {
"type": "string",
"description": "The chip maker's public website URL (e.g. nvidia.com)."
}
},
"additionalProperties": true
},
"powerTdpW": {
"type": [
"number",
"null"
],
"description": "Thermal design power in watts; null on one chip observed."
},
"shortName": {
"type": "string"
}
},
"description": "The accelerator chip.",
"additionalProperties": true
},
"name": {
"type": "string",
"description": "System name, e.g. 'SN40L-16'."
},
"slug": {
"type": "string"
},
"shortName": {
"type": "string",
"description": "Short system name, e.g. 'SN40L x16'."
},
"numberOfChips": {
"type": "number",
"description": "Chip count in the system, e.g. 16."
}
},
"description": "The physical hardware system the benchmark ran on.",
"additionalProperties": true
},
"provider": {
"type": [
"string",
"null"
],
"description": "Serving provider of the benchmark; null on all 30 records observed."
},
"createdAt": {
"type": "string",
"description": "ISO 8601 timestamp when the benchmark record was created."
},
"precision": {
"type": "string",
"description": "Weight precision, e.g. 'fp8'."
},
"dataParallel": {
"type": "number"
},
"measurements": {
"type": "array",
"items": {
"type": "object",
"properties": {
"id": {
"type": "string",
"description": "Measurement UUID."
},
"target": {
"type": "number",
"description": "Batch/concurrency target size, e.g. 1, 16, 2048."
},
"p95Ttft": {
"type": [
"number",
"null"
],
"description": "95th-percentile time-to-first-token in seconds; null on 64 of the observed measurements."
},
"medianTtft": {
"type": [
"number",
"null"
],
"description": "Median time-to-first-token in seconds; null on 64 of the observed measurements."
},
"medianE2eLatency": {
"type": [
"number",
"null"
],
"description": "Median end-to-end latency in seconds; null on 159 of the observed measurements."
},
"averageThroughput": {
"type": "number",
"description": "Average throughput in tokens/second."
},
"medianOutputSpeed": {
"type": "number",
"description": "Median output speed in tokens/second."
},
"systemBenchmarkId": {
"type": "string",
"description": "The parent benchmark record's UUID, a foreign key to the enclosing record."
},
"responseRateDuringPhasePercentage": {
"type": "number",
"description": "Percent of responses during the measured phase."
}
},
"additionalProperties": true
},
"description": "One entry per batch/concurrency target the benchmark was run at (22 entries on the first record of the one real call observed; the count varies by record)."
},
"configuration": {
"type": "string",
"description": "e.g. 'default'."
},
"kernelVersion": {
"type": [
"string",
"null"
],
"description": "Kernel version; null when not reported."
},
"referenceLink": {
"type": [
"string",
"null"
],
"description": "Documentation URL describing the benchmark setup (e.g. a vendor GitHub or ROCm docs page); null on 14 of the 30 records observed."
},
"selectorLabel": {
"type": "string",
"description": "Short selector label, e.g. '8xH200 - vllm - FP8'."
},
"throughputMax": {
"type": "number",
"description": "Max throughput in tokens/second observed."
},
"expertParallel": {
"type": "number"
},
"outputSpeedMax": {
"type": "number",
"description": "Max output speed in tokens/second."
},
"pytorchVersion": {
"type": "string",
"description": "PyTorch version, e.g. 'na' when not reported."
},
"tensorParallel": {
"type": "number"
},
"minPricePerGpuPerHour": {
"type": [
"number",
"null"
],
"description": "Minimum USD per GPU per hour; null when the record reports none."
},
"inferenceFrameworkName": {
"type": "string",
"description": "Inference framework, e.g. 'vllm', 'tensorrt-llm', or 'unknown'."
},
"nameWithFrameworkSystem": {
"type": "string",
"description": "Model + framework + system combined label, e.g. 'DeepSeek R1 0528 (FP8) - unknown - SN40L x16'."
},
"inferenceFrameworkVersion": {
"type": "string",
"description": "Framework version, e.g. 'na' when not reported."
},
"costPerMillionTokensAtPeak": {
"type": [
"number",
"null"
],
"description": "USD per million tokens at peak speed; null on some records."
},
"throughputAtReferenceSpeed": {
"type": [
"number",
"null"
],
"description": "Throughput at the reference speed, in tokens/second; null on one record observed."
},
"costPerMillionTokensAtReferenceSpeed": {
"type": [
"number",
"null"
],
"description": "USD per million tokens at the reference speed; null on some records."
}
},
"additionalProperties": true
},
"description": "30 entries on the one real call observed, one per model-as-run-on-a-hardware-system (e.g. 'DeepSeek R1 0528 (FP8) - unknown - SN40L x16')."
}
},
"additionalProperties": true
},
"status": {
"type": "string",
"description": "'success' on the one real call observed."
}
},
"description": "The hardware-benchmarks payload, as returned at routing.responseResultPath ($.output).",
"additionalProperties": true
}Pricing
Every real charge, itemised. A model that quietly omits one is a slow financial leak, so nothing here is rolled up, and a charge that only applies to some inputs says so rather than being added in.
Prices in this catalog are the provider's own list price, not your bill: Omnial MCP charges provider cost plus a platform markup on top, so what you are charged is higher than the figure shown. For the exact amount a specific call will cost, run omnial_execute with dry_run: true; that number includes the markup and is what we hold while the call runs. It is a quote, not a cap on the charge.
| Charge | Rate |
|---|---|
Per call Flat, regardless of what comes back | $0.04095 |
- Cost basis
- Not recorded
This tool's catalog entry does not record how its final bill is determined, so we will not tell you whether its cost is fixed before the call or reported by the provider afterwards. Either way what is held is a quote rather than a cap: you are charged what the call actually costs, bounded at 2x the quote.
- Updated
- Sep 25, 2026