ComputeSage StackBench MCP
An MCP server providing evidence-led private-AI deployment intelligence. It offers tools to search public benchmark and failure evidence, check model/configuration fit against capacity data, predict performance metrics like throughput and power, recommend hardware deployments, and generate deterministic launch configurations for vLLM or llama.cpp.
Endpoint and access
No sign-in to connect and list tools. Individual tools may still need a vendor account, credentials, or permissions; check the documented prerequisites.
MCP endpoint (Streamable HTTP)
https://mcp.computesage.com/mcpWhat its tools do
5 tools, grouped by the hints the server advertises. Hints are self-declared, not verified behavior.
Checks and signals
Each line is separate evidence, not a trust score.
- Passed Endpoint answered the live check ·
- Passed Official MCP Registry namespace is tied to computesage.com ·
- Passed Endpoint is on the registry namespace domain ·
- Availability 1 of 1 checks passed in 30 days
What you can do with it
- Search bounded public StackBench benchmark and failure evidence
- Check model and configuration fit against capacity evidence
- Predict configuration throughput, memory, and power usage
- Generate deterministic vLLM or llama.cpp launch templates
Source and maintenance
Vendor evidenceRegistry 0.2.1
Protocol and capabilities
- Server
- com.computesage/stackbench 0.2.1
- MCP protocol negotiated in check
- 2025-11-25
- Tools
- 5 advertised
- Resources
- Not advertised
- Resource templates
- Not advertised
- Prompts
- Not advertised
Server-advertised capabilities
{
"tools": {
"listChanged": true
}
}Tools
5 advertised
search_evidence
Advertised read-only
$0.00 free search of bounded public StackBench benchmark and failure evidence; use this for evidence-only requests.
search_evidence input schema
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"query"
],
"properties": {
"limit": {
"type": "integer",
"default": 5,
"maximum": 10,
"minimum": 1
},
"query": {
"type": "string",
"maxLength": 160,
"minLength": 1
}
},
"additionalProperties": false
}search_evidence output schema
{
"type": "object",
"oneOf": [
{
"type": "object",
"required": [
"status",
"summary",
"total",
"results",
"error_code"
],
"properties": {
"total": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
"status": {
"type": "string",
"const": "ok"
},
"results": {
"type": "array",
"items": {
"type": "object",
"required": [
"kind",
"evidence_ids",
"summary",
"evidence",
"grade",
"verification",
"source",
"missing_metrics"
],
"properties": {
"kind": {
"enum": [
"benchmark",
"failure"
],
"type": "string"
},
"grade": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"source": {
"type": "object",
"required": [
"type",
"name",
"url",
"key"
],
"properties": {
"key": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"url": {
"anyOf": [
{
"type": "string",
"format": "uri",
"maxLength": 500
},
{
"type": "null"
}
]
},
"name": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"type": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"summary": {
"type": "string",
"maxLength": 500
},
"evidence": {
"type": "object",
"required": [
"model",
"hardware_system",
"engine",
"quantization",
"status",
"measured_at",
"metrics",
"failure"
],
"properties": {
"model": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"engine": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"status": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"failure": {
"anyOf": [
{
"type": "object",
"required": [
"category",
"stage",
"error_code",
"message"
],
"properties": {
"stage": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"message": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"category": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"error_code": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
{
"type": "null"
}
]
},
"metrics": {
"type": "object",
"required": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"properties": {
"decode_tok_s": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"prefill_tok_s": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"avg_power_watts": {
"anyOf": [
{
"type": "number",
"minimum": 0
},
{
"type": "null"
}
]
},
"peak_vram_bytes": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"measured_at": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"quantization": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"hardware_system": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"evidence_ids": {
"type": "object",
"required": [
"experiment_id",
"failure_id"
],
"properties": {
"failure_id": {
"anyOf": [
{
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
},
{
"type": "null"
}
]
},
"experiment_id": {
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
}
},
"additionalProperties": false
},
"verification": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"missing_metrics": {
"type": "array",
"items": {
"enum": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"type": "string"
},
"maxItems": 4
}
},
"additionalProperties": false
},
"maxItems": 10
},
"summary": {
"type": "string",
"maxLength": 500
},
"error_code": {
"type": "null"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"summary",
"total",
"results",
"error_code"
],
"properties": {
"total": {
"type": "null"
},
"status": {
"type": "string",
"const": "unavailable"
},
"results": {
"type": "array",
"items": {
"type": "object",
"required": [
"kind",
"evidence_ids",
"summary",
"evidence",
"grade",
"verification",
"source",
"missing_metrics"
],
"properties": {
"kind": {
"enum": [
"benchmark",
"failure"
],
"type": "string"
},
"grade": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"source": {
"type": "object",
"required": [
"type",
"name",
"url",
"key"
],
"properties": {
"key": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"url": {
"anyOf": [
{
"type": "string",
"format": "uri",
"maxLength": 500
},
{
"type": "null"
}
]
},
"name": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"type": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"summary": {
"type": "string",
"maxLength": 500
},
"evidence": {
"type": "object",
"required": [
"model",
"hardware_system",
"engine",
"quantization",
"status",
"measured_at",
"metrics",
"failure"
],
"properties": {
"model": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"engine": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"status": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"failure": {
"anyOf": [
{
"type": "object",
"required": [
"category",
"stage",
"error_code",
"message"
],
"properties": {
"stage": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"message": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"category": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"error_code": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
{
"type": "null"
}
]
},
"metrics": {
"type": "object",
"required": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"properties": {
"decode_tok_s": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"prefill_tok_s": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"avg_power_watts": {
"anyOf": [
{
"type": "number",
"minimum": 0
},
{
"type": "null"
}
]
},
"peak_vram_bytes": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"measured_at": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"quantization": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"hardware_system": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"evidence_ids": {
"type": "object",
"required": [
"experiment_id",
"failure_id"
],
"properties": {
"failure_id": {
"anyOf": [
{
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
},
{
"type": "null"
}
]
},
"experiment_id": {
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
}
},
"additionalProperties": false
},
"verification": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"missing_metrics": {
"type": "array",
"items": {
"enum": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"type": "string"
},
"maxItems": 4
}
},
"additionalProperties": false
},
"maxItems": 0,
"minItems": 0
},
"summary": {
"type": "string",
"maxLength": 500
},
"error_code": {
"enum": [
"backend_not_configured",
"backend_unavailable"
],
"type": "string"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"summary",
"total",
"results",
"error_code"
],
"properties": {
"total": {
"type": "null"
},
"status": {
"type": "string",
"const": "error"
},
"results": {
"type": "array",
"items": {
"type": "object",
"required": [
"kind",
"evidence_ids",
"summary",
"evidence",
"grade",
"verification",
"source",
"missing_metrics"
],
"properties": {
"kind": {
"enum": [
"benchmark",
"failure"
],
"type": "string"
},
"grade": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"source": {
"type": "object",
"required": [
"type",
"name",
"url",
"key"
],
"properties": {
"key": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"url": {
"anyOf": [
{
"type": "string",
"format": "uri",
"maxLength": 500
},
{
"type": "null"
}
]
},
"name": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"type": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"summary": {
"type": "string",
"maxLength": 500
},
"evidence": {
"type": "object",
"required": [
"model",
"hardware_system",
"engine",
"quantization",
"status",
"measured_at",
"metrics",
"failure"
],
"properties": {
"model": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"engine": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"status": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"failure": {
"anyOf": [
{
"type": "object",
"required": [
"category",
"stage",
"error_code",
"message"
],
"properties": {
"stage": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"message": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"category": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"error_code": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
{
"type": "null"
}
]
},
"metrics": {
"type": "object",
"required": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"properties": {
"decode_tok_s": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"prefill_tok_s": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"avg_power_watts": {
"anyOf": [
{
"type": "number",
"minimum": 0
},
{
"type": "null"
}
]
},
"peak_vram_bytes": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"measured_at": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"quantization": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"hardware_system": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"evidence_ids": {
"type": "object",
"required": [
"experiment_id",
"failure_id"
],
"properties": {
"failure_id": {
"anyOf": [
{
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
},
{
"type": "null"
}
]
},
"experiment_id": {
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
}
},
"additionalProperties": false
},
"verification": {
"anyOf": [
{
"type": "string"
},
{
"type": "null"
}
]
},
"missing_metrics": {
"type": "array",
"items": {
"enum": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"type": "string"
},
"maxItems": 4
}
},
"additionalProperties": false
},
"maxItems": 0,
"minItems": 0
},
"summary": {
"type": "string",
"maxLength": 500
},
"error_code": {
"enum": [
"backend_error",
"backend_invalid_response"
],
"type": "string"
}
},
"additionalProperties": false
}
],
"$schema": "https://json-schema.org/draft/2020-12/schema"
}search_evidence annotations
{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}check_deployment_fit
Advertised read-only
$0.01 USDC on Base mainnet: check model/configuration fit against bounded StackBench capacity evidence.
check_deployment_fit input schema
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"model",
"hardware_system",
"context_length"
],
"properties": {
"model": {
"type": "string",
"maxLength": 200,
"minLength": 1
},
"engine": {
"anyOf": [
{
"type": "string",
"maxLength": 120,
"minLength": 1
},
{
"type": "null"
}
]
},
"concurrency": {
"type": "integer",
"default": 1,
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"max_evidence": {
"type": "integer",
"default": 12,
"maximum": 50,
"minimum": 1
},
"quantization": {
"anyOf": [
{
"type": "string",
"maxLength": 120,
"minLength": 1
},
{
"type": "null"
}
]
},
"context_length": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"hardware_system": {
"type": "string",
"maxLength": 200,
"minLength": 1
}
},
"additionalProperties": false
}check_deployment_fit output schema
{
"type": "object",
"oneOf": [
{
"type": "object",
"required": [
"status",
"result",
"payment_receipt"
],
"properties": {
"result": {
"type": "object",
"required": [
"model",
"hardware_system",
"quantization",
"engine",
"context_length",
"concurrency",
"fit_probability",
"confidence_score",
"confidence_label",
"known_successes",
"known_capacity_failures",
"predicted_peak_memory_bytes",
"available_accelerator_memory_bytes",
"method",
"caveats",
"evidence"
],
"properties": {
"model": {
"type": "string",
"maxLength": 500
},
"engine": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"method": {
"type": "string",
"maxLength": 500
},
"caveats": {
"type": "array",
"items": {
"type": "string",
"maxLength": 500
},
"maxItems": 20
},
"evidence": {
"type": "array",
"items": {
"type": "object",
"required": [
"experiment_id",
"status",
"fit_outcome",
"context_length",
"concurrency",
"evidence_grade",
"verification_status",
"source_name",
"source_url",
"distance_score",
"evidence_weight",
"peak_vram_bytes",
"peak_ram_bytes",
"failure_categories",
"source_type",
"source_key",
"publication_status",
"visibility",
"commercial_use_allowed",
"redistribution_allowed",
"attribution_required",
"publication_caveat",
"quality_flags",
"notes",
"provenance_label"
],
"properties": {
"notes": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"status": {
"type": "string",
"maxLength": 500
},
"source_key": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"source_url": {
"anyOf": [
{
"type": "string",
"format": "uri",
"maxLength": 500
},
{
"type": "null"
}
]
},
"visibility": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"concurrency": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": -9007199254740991
},
"fit_outcome": {
"enum": [
"success",
"capacity_failure",
"other_failure",
"unknown"
],
"type": "string"
},
"source_name": {
"type": "string",
"maxLength": 500
},
"source_type": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"experiment_id": {
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
},
"quality_flags": {
"type": "array",
"items": {
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"maxLength": 500
},
"maxItems": 20
},
"context_length": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": -9007199254740991
},
{
"type": "null"
}
]
},
"distance_score": {
"type": "number"
},
"evidence_grade": {
"type": "string",
"maxLength": 500
},
"peak_ram_bytes": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
},
"evidence_weight": {
"type": "number"
},
"peak_vram_bytes": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
},
"provenance_label": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"failure_categories": {
"type": "array",
"items": {
"type": "string",
"maxLength": 500
},
"maxItems": 20
},
"publication_caveat": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"publication_status": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"verification_status": {
"type": "string",
"maxLength": 500
},
"attribution_required": {
"anyOf": [
{
"type": "boolean"
},
{
"type": "null"
}
]
},
"commercial_use_allowed": {
"anyOf": [
{
"type": "boolean"
},
{
"type": "null"
}
]
},
"redistribution_allowed": {
"anyOf": [
{
"type": "boolean"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"maxItems": 12
},
"concurrency": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": -9007199254740991
},
"quantization": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"context_length": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": -9007199254740991
},
"fit_probability": {
"type": "number"
},
"hardware_system": {
"type": "string",
"maxLength": 500
},
"known_successes": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
"confidence_label": {
"type": "string",
"maxLength": 500
},
"confidence_score": {
"type": "number"
},
"known_capacity_failures": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
"predicted_peak_memory_bytes": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
},
"available_accelerator_memory_bytes": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"status": {
"type": "string",
"const": "ok"
},
"payment_receipt": {
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"result",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "null"
},
"status": {
"type": "string",
"const": "unavailable"
},
"message": {
"type": "string",
"maxLength": 500
},
"error_code": {
"enum": [
"backend_not_configured",
"backend_unavailable",
"backend_error",
"backend_invalid_response"
],
"type": "string"
},
"payment_receipt": {
"anyOf": [
{
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
{
"type": "null"
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"result",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "null"
},
"status": {
"type": "string",
"const": "error"
},
"message": {
"type": "string",
"maxLength": 500
},
"error_code": {
"enum": [
"backend_not_configured",
"backend_unavailable",
"backend_error",
"backend_invalid_response"
],
"type": "string"
},
"payment_receipt": {
"anyOf": [
{
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
{
"type": "null"
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
}
],
"$schema": "https://json-schema.org/draft/2020-12/schema"
}check_deployment_fit annotations
{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}predict_performance
Advertised read-only
$0.05 USDC: predict configuration throughput, memory, and power from bounded StackBench evidence with confidence, missing metrics, and caveats.
predict_performance input schema
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"model",
"hardware_system",
"prompt_tokens"
],
"properties": {
"model": {
"type": "string",
"maxLength": 240,
"minLength": 1
},
"engine": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"batch_size": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
{
"type": "null"
}
]
},
"concurrency": {
"type": "integer",
"default": 1,
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"ubatch_size": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
{
"type": "null"
}
]
},
"max_evidence": {
"type": "integer",
"default": 12,
"maximum": 50,
"minimum": 1
},
"quantization": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"prompt_tokens": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"engine_version": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"flash_attention": {
"anyOf": [
{
"type": "boolean"
},
{
"type": "null"
}
]
},
"hardware_system": {
"type": "string",
"maxLength": 240,
"minLength": 1
},
"kv_cache_type_k": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"kv_cache_type_v": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"requested_metrics": {
"type": "array",
"items": {
"enum": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"type": "string"
},
"default": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"maxItems": 4,
"minItems": 1
},
"decode_context_depth": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
}predict_performance output schema
{
"type": "object",
"oneOf": [
{
"type": "object",
"required": [
"status",
"result",
"missing_metrics",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "object",
"required": [
"model",
"hardware_system",
"quantization",
"engine",
"engine_version",
"kv_cache_type_k",
"kv_cache_type_v",
"prompt_tokens",
"decode_context_depth",
"batch_size",
"ubatch_size",
"concurrency",
"flash_attention",
"method",
"method_version",
"overall_confidence_score",
"overall_confidence_label",
"metrics",
"evidence",
"caveats"
],
"properties": {
"model": {
"type": "string",
"maxLength": 500
},
"engine": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"method": {
"type": "string",
"maxLength": 500
},
"caveats": {
"type": "array",
"items": {
"type": "string",
"maxLength": 500
},
"maxItems": 20
},
"metrics": {
"type": "array",
"items": {
"type": "object",
"required": [
"metric_name",
"point_estimate",
"lower_bound",
"upper_bound",
"unit",
"confidence_score",
"confidence_label",
"method",
"evidence_count",
"interpolation_mode",
"geometry_class",
"target_axis_value",
"supporting_axis_values",
"prediction_id"
],
"properties": {
"unit": {
"type": "string",
"maxLength": 500
},
"method": {
"type": "string",
"maxLength": 500
},
"lower_bound": {
"type": "number"
},
"metric_name": {
"enum": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"type": "string"
},
"upper_bound": {
"type": "number"
},
"prediction_id": {
"anyOf": [
{
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
},
{
"type": "null"
}
]
},
"evidence_count": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
"geometry_class": {
"enum": [
"exact",
"interpolation",
"extrapolation_low",
"extrapolation_high",
"single_point"
],
"type": "string"
},
"point_estimate": {
"type": "number"
},
"confidence_label": {
"type": "string",
"maxLength": 500
},
"confidence_score": {
"type": "number"
},
"target_axis_value": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
"interpolation_mode": {
"enum": [
"exact",
"interpolation",
"extrapolation",
"single_point"
],
"type": "string"
},
"supporting_axis_values": {
"type": "array",
"items": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
"maxItems": 32
}
},
"additionalProperties": false
},
"maxItems": 4
},
"evidence": {
"type": "array",
"items": {
"type": "object",
"required": [
"experiment_id",
"protocol",
"protocol_version",
"prompt_tokens",
"decode_context_depth",
"evidence_grade",
"verification_status",
"source_name",
"model_variant_id",
"model_artifact_sha256",
"source_url",
"source_key",
"status",
"publication_status",
"visibility",
"commercial_use_allowed",
"redistribution_allowed",
"attribution_required",
"publication_caveat",
"distance_score",
"evidence_weight",
"prefill_tok_s",
"prefill_tok_s_stddev",
"decode_tok_s",
"decode_tok_s_stddev",
"peak_vram_bytes",
"avg_power_watts",
"quality_flags",
"notes",
"legacy",
"provenance_label",
"missing_metrics",
"effective_prefill_tok_s",
"effective_prefill_method",
"quality"
],
"properties": {
"notes": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"legacy": {
"type": "boolean"
},
"status": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"quality": {
"type": "object",
"required": [
"coverage",
"unavailable_reason",
"authority"
],
"properties": {
"coverage": {
"enum": [
"exact_variant",
"estimated_variant",
"canonical_model_proxy",
"unavailable"
],
"type": "string"
},
"authority": {
"enum": [
"exact",
"estimated",
"proxy",
"unavailable"
],
"type": "string"
},
"unavailable_reason": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
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"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"type": "string"
},
"maxItems": 4
},
"payment_receipt": {
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"result",
"missing_metrics",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "null"
},
"status": {
"type": "string",
"const": "no_result"
},
"message": {
"type": "string",
"maxLength": 500
},
"error_code": {
"type": "string",
"const": "no_result"
},
"missing_metrics": {
"type": "array",
"items": {
"enum": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"type": "string"
},
"maxItems": 4
},
"payment_receipt": {
"anyOf": [
{
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
{
"type": "null"
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"result",
"missing_metrics",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "null"
},
"status": {
"type": "string",
"const": "unavailable"
},
"message": {
"type": "string",
"maxLength": 500
},
"error_code": {
"type": "string",
"pattern": "^[a-z0-9][a-z0-9_.-]{0,119}$"
},
"missing_metrics": {
"type": "array",
"items": {
"enum": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"type": "string"
},
"maxItems": 4
},
"payment_receipt": {
"anyOf": [
{
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
{
"type": "null"
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"result",
"missing_metrics",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "null"
},
"status": {
"type": "string",
"const": "error"
},
"message": {
"type": "string",
"maxLength": 500
},
"error_code": {
"type": "string",
"pattern": "^[a-z0-9][a-z0-9_.-]{0,119}$"
},
"missing_metrics": {
"type": "array",
"items": {
"enum": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"type": "string"
},
"maxItems": 4
},
"payment_receipt": {
"anyOf": [
{
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
{
"type": "null"
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
}
],
"$schema": "https://json-schema.org/draft/2020-12/schema"
}predict_performance annotations
{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}recommend_deployment
Advertised read-only
$0.25 USDC: recommend what to buy or run from bounded StackBench fit, performance, confidence, evidence, caveats, and economics only when supported.
recommend_deployment input schema
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"model",
"prompt_tokens"
],
"properties": {
"mode": {
"enum": [
"configuration",
"hardware_experimental"
],
"type": "string",
"default": "configuration"
},
"model": {
"type": "string",
"maxLength": 240,
"minLength": 1
},
"engine": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"objective": {
"enum": [
"balanced",
"maximize_decode",
"maximize_prefill",
"minimize_vram",
"minimize_power",
"minimize_capex",
"minimize_tco",
"maximize_decode_per_dollar",
"maximize_prefill_per_dollar"
],
"type": "string",
"default": "balanced"
},
"tco_years": {
"type": "number",
"default": 3,
"maximum": 20,
"exclusiveMinimum": 0
},
"batch_size": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
{
"type": "null"
}
]
},
"concurrency": {
"type": "integer",
"default": 1,
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"cost_policy": {
"enum": [
"latest_official",
"latest_any",
"manual_only",
"market_preferred",
"market_only",
"market_override_only"
],
"type": "string",
"default": "latest_official"
},
"max_results": {
"type": "integer",
"default": 5,
"maximum": 5,
"minimum": 1
},
"ubatch_size": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
{
"type": "null"
}
]
},
"quantization": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"budget_amount": {
"anyOf": [
{
"type": "number",
"minimum": 0
},
{
"type": "null"
}
]
},
"prompt_tokens": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"engine_version": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"ownership_mode": {
"enum": [
"purchase",
"owned"
],
"type": "string",
"default": "purchase"
},
"quality_policy": {
"enum": [
"prefer",
"require",
"ignore"
],
"type": "string",
"default": "prefer"
},
"budget_currency": {
"type": "string",
"pattern": "^[A-Za-z]{3}$"
},
"evidence_policy": {
"enum": [
"verified_only",
"include_public",
"all"
],
"type": "string",
"default": "include_public"
},
"flash_attention": {
"anyOf": [
{
"type": "boolean"
},
{
"type": "null"
}
]
},
"hardware_system": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"workload_profile": {
"anyOf": [
{
"type": "string",
"maxLength": 120,
"minLength": 1
},
{
"type": "null"
}
]
},
"constraint_policy": {
"enum": [
"point_estimate",
"conservative"
],
"type": "string",
"default": "point_estimate"
},
"maximum_tco_amount": {
"anyOf": [
{
"type": "number",
"minimum": 0
},
{
"type": "null"
}
]
},
"maximum_vram_bytes": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
{
"type": "null"
}
]
},
"quality_thresholds": {
"anyOf": [
{
"type": "array",
"items": {
"type": "object",
"required": [
"dimension",
"unit",
"direction",
"value"
],
"properties": {
"unit": {
"type": "string",
"maxLength": 80,
"minLength": 1
},
"value": {
"type": "number"
},
"dimension": {
"type": "string",
"maxLength": 120,
"minLength": 1
},
"direction": {
"enum": [
"higher_is_better",
"lower_is_better"
],
"type": "string"
}
},
"additionalProperties": false
},
"maxItems": 30
},
{
"type": "null"
}
]
},
"maximum_power_watts": {
"anyOf": [
{
"type": "number",
"exclusiveMinimum": 0
},
{
"type": "null"
}
]
},
"candidate_kv_formats": {
"anyOf": [
{
"type": "array",
"items": {
"type": "string",
"maxLength": 120,
"minLength": 1
},
"maxItems": 20
},
{
"type": "null"
}
]
},
"decode_context_depth": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
},
"minimum_decode_tok_s": {
"anyOf": [
{
"type": "number",
"exclusiveMinimum": 0
},
{
"type": "null"
}
]
},
"recommendation_scope": {
"enum": [
"full",
"performance_only"
],
"type": "string",
"default": "full"
},
"manual_hardware_costs": {
"anyOf": [
{
"type": "object",
"propertyNames": {
"type": "string",
"maxLength": 200,
"minLength": 1
},
"additionalProperties": {
"type": "number",
"minimum": 0
}
},
{
"type": "null"
}
]
},
"minimum_prefill_tok_s": {
"anyOf": [
{
"type": "number",
"exclusiveMinimum": 0
},
{
"type": "null"
}
]
},
"materiality_tiebreaker": {
"enum": [
"balanced",
"maximize_decode",
"maximize_prefill",
"minimize_vram",
"minimize_power"
],
"type": "string",
"default": "minimize_power"
},
"quality_policy_version": {
"type": "string",
"default": "planner-quality-policy-v2",
"maxLength": 120,
"minLength": 1
},
"quality_evidence_policy": {
"enum": [
"allow_calibrated_estimates",
"allow_cross_model_estimates",
"measured_only"
],
"type": "string",
"default": "allow_calibrated_estimates"
},
"economic_materiality_pct": {
"type": "number",
"default": 2,
"maximum": 100,
"minimum": 0
},
"electricity_rate_per_kwh": {
"type": "number",
"default": 0.18,
"minimum": 0
},
"workload_profile_version": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
{
"type": "null"
}
]
},
"utilization_days_per_year": {
"type": "number",
"default": 365,
"maximum": 366,
"minimum": 0
},
"utilization_hours_per_day": {
"type": "number",
"default": 8,
"maximum": 24,
"minimum": 0
},
"economic_materiality_amount": {
"type": "number",
"default": 25,
"minimum": 0
},
"allow_manual_market_override": {
"type": "boolean",
"default": false
}
},
"additionalProperties": false
}recommend_deployment output schema
{
"type": "object",
"oneOf": [
{
"type": "object",
"required": [
"status",
"result",
"missing_metrics",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "object",
"required": [
"model",
"mode",
"objective",
"recommendation_scope",
"selected",
"alternatives",
"candidates_considered",
"feasible_candidates",
"method",
"method_version",
"caveats",
"quality_policy",
"quality_evidence_policy",
"workload_profile",
"workload_profile_version",
"quality_decision_trace"
],
"properties": {
"mode": {
"enum": [
"configuration",
"hardware_experimental"
],
"type": "string"
},
"model": {
"type": "string",
"maxLength": 500
},
"method": {
"type": "string",
"maxLength": 500
},
"caveats": {
"type": "array",
"items": {
"type": "string",
"maxLength": 500
},
"maxItems": 20
},
"selected": {
"anyOf": [
{
"type": "object",
"required": [
"rank",
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"maxLength": 500
},
"error_code": {
"type": "string",
"pattern": "^[a-z0-9][a-z0-9_.-]{0,119}$"
},
"missing_metrics": {
"type": "array",
"items": {
"type": "string",
"maxLength": 120
},
"maxItems": 20
},
"payment_receipt": {
"anyOf": [
{
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
{
"type": "null"
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"result",
"missing_metrics",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "null"
},
"status": {
"type": "string",
"const": "error"
},
"message": {
"type": "string",
"maxLength": 500
},
"error_code": {
"type": "string",
"pattern": "^[a-z0-9][a-z0-9_.-]{0,119}$"
},
"missing_metrics": {
"type": "array",
"items": {
"type": "string",
"maxLength": 120
},
"maxItems": 20
},
"payment_receipt": {
"anyOf": [
{
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
{
"type": "null"
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
}
],
"$schema": "https://json-schema.org/draft/2020-12/schema"
}recommend_deployment annotations
{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}generate_launch_config
Advertised read-only
$0.50 USDC: generate deterministic vLLM or llama.cpp launch templates from an exact StackBench recommendation without claiming a launch occurred.
generate_launch_config input schema
{
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"runtime",
"model",
"hardware_system",
"prompt_tokens"
],
"properties": {
"model": {
"type": "string",
"maxLength": 240,
"minLength": 1
},
"runtime": {
"enum": [
"vllm",
"llama.cpp"
],
"type": "string"
},
"objective": {
"enum": [
"balanced",
"maximize_decode",
"maximize_prefill",
"minimize_vram",
"minimize_power",
"minimize_capex",
"minimize_tco",
"maximize_decode_per_dollar",
"maximize_prefill_per_dollar"
],
"type": "string",
"default": "balanced"
},
"batch_size": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"concurrency": {
"type": "integer",
"default": 1,
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"ubatch_size": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"quantization": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"prompt_tokens": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"engine_version": {
"anyOf": [
{
"type": "string",
"maxLength": 240,
"minLength": 1
},
{
"type": "null"
}
]
},
"evidence_policy": {
"enum": [
"verified_only",
"include_public",
"all"
],
"type": "string",
"default": "include_public"
},
"flash_attention": {
"anyOf": [
{
"type": "boolean"
},
{
"type": "null"
}
]
},
"hardware_system": {
"type": "string",
"maxLength": 240,
"minLength": 1
},
"constraint_policy": {
"enum": [
"point_estimate",
"conservative"
],
"type": "string",
"default": "point_estimate"
},
"maximum_vram_bytes": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"maximum_power_watts": {
"type": "number",
"exclusiveMinimum": 0
},
"candidate_kv_formats": {
"anyOf": [
{
"type": "array",
"items": {
"type": "string",
"maxLength": 120
},
"maxItems": 20
},
{
"type": "null"
}
]
},
"decode_context_depth": {
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
"minimum_decode_tok_s": {
"type": "number",
"exclusiveMinimum": 0
},
"minimum_prefill_tok_s": {
"type": "number",
"exclusiveMinimum": 0
}
},
"additionalProperties": false
}generate_launch_config output schema
{
"type": "object",
"oneOf": [
{
"type": "object",
"required": [
"status",
"result",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "object",
"required": [
"runtime",
"candidate",
"settings",
"environment_placeholders",
"commands",
"omitted_settings",
"caveats",
"evidence",
"evidence_experiment_ids"
],
"properties": {
"caveats": {
"type": "array",
"items": {
"type": "string",
"maxLength": 500
},
"maxItems": 40
},
"runtime": {
"enum": [
"vllm",
"llama.cpp"
],
"type": "string"
},
"commands": {
"type": "object",
"required": [
"runtime",
"docker",
"compose_yaml"
],
"properties": {
"docker": {
"type": "string",
"maxLength": 500
},
"runtime": {
"type": "string",
"maxLength": 500
},
"compose_yaml": {
"type": "string",
"maxLength": 12000,
"minLength": 1
}
},
"additionalProperties": false
},
"evidence": {
"type": "array",
"items": {
"type": "object",
"required": [
"experiment_id",
"protocol",
"protocol_version",
"prompt_tokens",
"decode_context_depth",
"evidence_grade",
"verification_status",
"source_name",
"model_variant_id",
"model_artifact_sha256",
"source_url",
"source_key",
"status",
"publication_status",
"visibility",
"commercial_use_allowed",
"redistribution_allowed",
"attribution_required",
"publication_caveat",
"distance_score",
"evidence_weight",
"prefill_tok_s",
"prefill_tok_s_stddev",
"decode_tok_s",
"decode_tok_s_stddev",
"peak_vram_bytes",
"avg_power_watts",
"quality_flags",
"notes",
"legacy",
"provenance_label",
"missing_metrics",
"effective_prefill_tok_s",
"effective_prefill_method",
"quality"
],
"properties": {
"notes": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"legacy": {
"type": "boolean"
},
"status": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"quality": {
"type": "object",
"required": [
"coverage",
"unavailable_reason",
"authority"
],
"properties": {
"coverage": {
"enum": [
"exact_variant",
"estimated_variant",
"canonical_model_proxy",
"unavailable"
],
"type": "string"
},
"authority": {
"enum": [
"exact",
"estimated",
"proxy",
"unavailable"
],
"type": "string"
},
"unavailable_reason": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"protocol": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"source_key": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"source_url": {
"anyOf": [
{
"type": "string",
"format": "uri",
"maxLength": 500
},
{
"type": "null"
}
]
},
"visibility": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"source_name": {
"type": "string",
"maxLength": 500
},
"decode_tok_s": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"experiment_id": {
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
},
"prefill_tok_s": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"prompt_tokens": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
},
"quality_flags": {
"type": "array",
"items": {
"type": "string",
"maxLength": 500
},
"maxItems": 20
},
"distance_score": {
"type": "number"
},
"evidence_grade": {
"type": "string",
"maxLength": 500
},
"avg_power_watts": {
"anyOf": [
{
"type": "number",
"minimum": 0
},
{
"type": "null"
}
]
},
"evidence_weight": {
"type": "number"
},
"missing_metrics": {
"type": "array",
"items": {
"enum": [
"prefill_tok_s",
"decode_tok_s",
"peak_vram_bytes",
"avg_power_watts"
],
"type": "string"
},
"maxItems": 4
},
"peak_vram_bytes": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
},
"model_variant_id": {
"anyOf": [
{
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
},
{
"type": "null"
}
]
},
"protocol_version": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
},
"provenance_label": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"publication_caveat": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"publication_status": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"decode_tok_s_stddev": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"verification_status": {
"type": "string",
"maxLength": 500
},
"attribution_required": {
"anyOf": [
{
"type": "boolean"
},
{
"type": "null"
}
]
},
"decode_context_depth": {
"anyOf": [
{
"type": "integer",
"maximum": 9007199254740991,
"minimum": 0
},
{
"type": "null"
}
]
},
"prefill_tok_s_stddev": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"model_artifact_sha256": {
"anyOf": [
{
"type": "string",
"pattern": "^[0-9a-fA-F]{64}$"
},
{
"type": "null"
}
]
},
"commercial_use_allowed": {
"anyOf": [
{
"type": "boolean"
},
{
"type": "null"
}
]
},
"redistribution_allowed": {
"anyOf": [
{
"type": "boolean"
},
{
"type": "null"
}
]
},
"effective_prefill_tok_s": {
"anyOf": [
{
"type": "number"
},
{
"type": "null"
}
]
},
"effective_prefill_method": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"maxItems": 12,
"minItems": 1
},
"settings": {
"type": "array",
"items": {
"type": "object",
"required": [
"name",
"value",
"classification",
"reason",
"evidence_ids"
],
"properties": {
"name": {
"type": "string",
"pattern": "^[a-z][a-z0-9_]*$",
"maxLength": 80
},
"value": {
"anyOf": [
{
"anyOf": [
{
"type": "string"
},
{
"type": "number"
},
{
"type": "boolean"
}
]
},
{
"type": "null"
}
]
},
"reason": {
"type": "string",
"maxLength": 500
},
"evidence_ids": {
"type": "array",
"items": {
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
},
"maxItems": 12
},
"classification": {
"enum": [
"evidence_backed",
"policy_default",
"unknown"
],
"type": "string"
}
},
"additionalProperties": false
},
"maxItems": 40,
"minItems": 16
},
"candidate": {
"type": "object",
"required": [
"rank",
"recommendation_id",
"model",
"hardware_system",
"engine",
"engine_version",
"evidence_geometry",
"confidence_score",
"confidence_label"
],
"properties": {
"rank": {
"type": "integer",
"maximum": 9007199254740991,
"exclusiveMinimum": 0
},
"model": {
"type": "string",
"maxLength": 500
},
"engine": {
"type": "string",
"maxLength": 500
},
"engine_version": {
"anyOf": [
{
"type": "string",
"maxLength": 500
},
{
"type": "null"
}
]
},
"hardware_system": {
"type": "string",
"maxLength": 500
},
"confidence_label": {
"type": "string",
"maxLength": 500
},
"confidence_score": {
"type": "number"
},
"evidence_geometry": {
"type": "string",
"maxLength": 500
},
"recommendation_id": {
"anyOf": [
{
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
},
{
"type": "null"
}
]
}
},
"additionalProperties": false
},
"omitted_settings": {
"type": "array",
"items": {
"type": "string",
"maxLength": 500
},
"maxItems": 40
},
"evidence_experiment_ids": {
"type": "array",
"items": {
"type": "string",
"format": "uuid",
"pattern": "^([0-9a-fA-F]{8}-[0-9a-fA-F]{4}-[1-8][0-9a-fA-F]{3}-[89abAB][0-9a-fA-F]{3}-[0-9a-fA-F]{12}|00000000-0000-0000-0000-000000000000|ffffffff-ffff-ffff-ffff-ffffffffffff)$"
},
"maxItems": 12,
"minItems": 1
},
"environment_placeholders": {
"type": "array",
"items": {
"type": "object",
"required": [
"name"
],
"properties": {
"name": {
"type": "string",
"pattern": "^[A-Z][A-Z0-9_]{0,31}$"
}
},
"additionalProperties": false
},
"maxItems": 4,
"minItems": 1
}
},
"additionalProperties": false
},
"status": {
"type": "string",
"const": "ok"
},
"message": {
"type": "string",
"maxLength": 500
},
"error_code": {
"type": "null"
},
"payment_receipt": {
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"result",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "null"
},
"status": {
"type": "string",
"const": "no_result"
},
"message": {
"type": "string",
"maxLength": 500
},
"error_code": {
"type": "string",
"pattern": "^[a-z0-9][a-z0-9_.-]{0,119}$"
},
"payment_receipt": {
"anyOf": [
{
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
{
"type": "null"
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"result",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "null"
},
"status": {
"type": "string",
"const": "unsupported"
},
"message": {
"type": "string",
"maxLength": 500
},
"error_code": {
"type": "string",
"pattern": "^[a-z0-9][a-z0-9_.-]{0,119}$"
},
"payment_receipt": {
"anyOf": [
{
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
{
"type": "null"
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"status",
"result",
"error_code",
"message",
"payment_receipt"
],
"properties": {
"result": {
"type": "null"
},
"status": {
"enum": [
"unavailable",
"error"
],
"type": "string"
},
"message": {
"type": "string",
"maxLength": 500
},
"error_code": {
"type": "string",
"pattern": "^[a-z0-9][a-z0-9_.-]{0,119}$"
},
"payment_receipt": {
"anyOf": [
{
"anyOf": [
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:8453"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
},
{
"type": "object",
"required": [
"x402_version",
"scheme",
"amount",
"decimals",
"transaction",
"payer",
"pay_to",
"verified",
"settled",
"network",
"asset"
],
"properties": {
"asset": {
"type": "string",
"const": "0x036CbD53842c5426634e7929541eC2318f3dCF7e"
},
"payer": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"amount": {
"type": "string",
"pattern": "^\\d+$"
},
"pay_to": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{40}$"
},
"scheme": {
"type": "string",
"const": "exact"
},
"network": {
"type": "string",
"const": "eip155:84532"
},
"settled": {
"type": "boolean",
"const": true
},
"decimals": {
"type": "number",
"const": 6
},
"verified": {
"type": "boolean",
"const": true
},
"transaction": {
"type": "string",
"pattern": "^0x[0-9a-fA-F]{64}$"
},
"x402_version": {
"type": "number",
"const": 2
}
},
"additionalProperties": false
}
]
},
{
"type": "null"
}
]
},
"ledger_reconciliation": {
"enum": [
"settled",
"pending"
],
"type": "string"
}
},
"additionalProperties": false
}
],
"$schema": "https://json-schema.org/draft/2020-12/schema"
}generate_launch_config annotations
{
"readOnlyHint": true,
"openWorldHint": false,
"idempotentHint": true,
"destructiveHint": false
}Prompts
Not advertised
Resources
Not advertised
90-day uptime
A lightweight connection check about every six hours, sampled on hosts with many listings. It shows the server answered, not that its tools work.
- 2026-11-06: 1 of 1 checks answered
- 2026-11-07: 2 of 2 checks answered
30-day availability
Aggregated from read-only remote checks; this is not a tool-execution or security guarantee.
- Successful checks
- 1 of 1 (100%)
- Average latency
- 1370 ms
- 95th percentile latency
- 1370 ms
Maintenance history
Public check and source-refresh events. Editorial and ownership records remain private.
- · probe · passed · 1370 ms · metadata changed · 5 tool(s)
Connect from your client
Each snippet registers the same endpoint; pick the client you use.
Claude Code
Claude Code configuration
claude mcp add --transport http computesage-stackbench-mcp https://mcp.computesage.com/mcpCodex
Codex configuration
codex mcp add computesage-stackbench-mcp --url https://mcp.computesage.com/mcpCursor
Cursor configuration
{
"mcpServers": {
"computesage-stackbench-mcp": {
"url": "https://mcp.computesage.com/mcp"
}
}
}Cline
Cline configuration
{
"mcpServers": {
"computesage-stackbench-mcp": {
"type": "streamableHttp",
"url": "https://mcp.computesage.com/mcp",
"disabled": false
}
}
}VS Code
VS Code configuration
{
"servers": {
"computesage-stackbench-mcp": {
"type": "http",
"url": "https://mcp.computesage.com/mcp"
}
}
}Gemini CLI
Gemini CLI configuration
gemini mcp add --transport http computesage-stackbench-mcp https://mcp.computesage.com/mcpClaude Desktop
Claude Desktop configuration
https://mcp.computesage.com/mcpWindsurf
Windsurf configuration
{
"mcpServers": {
"computesage-stackbench-mcp": {
"serverUrl": "https://mcp.computesage.com/mcp"
}
}
}Let your agent find its tools
Find servers like ComputeSage StackBench MCP from your agent. Add Koskamo once to search the index for endpoints, access requirements, and client setup. Public discovery needs no key.
Other ai and machine learning servers
Do you run ComputeSage StackBench MCP?
Prove ownership with a DNS record, a well-known file, or your Official MCP Registry entry, and your edits publish immediately. Proofs are re-checked weekly; admins can still hide or remove a listing.