HubVibe
Anomaly detection on a time series: score recent periods against history with BigQuery AI.DETECT_ANOMALIES (TimesFM). Give one table and its latest periods are scored against its own history, or a history and a target table. Returns every checked row with bounds, anomaly flag and probability, plus the anomaly count. Input: history_table, target_table, timestamp_col, data_col; optional target_last, threshold, id_cols.
Offering
- Provider
- hubvibe-io.com
- Method
- POST
- Offering type
- Api Endpoint
- Transport type
- http
- Category
- Data
- Delivery
- Not provided
- Pricing model
- Not provided
- x402 version
- 2
Endpoint context
- URL
https://hubvibe-io.com/work/data/anomalies- MIME type
- application/json
- First seen
- 2026-10-16T01:50:53.972Z
- Last seen
- Tags
- anomaly-detection, outliers, time-series, Monitoring, timesfm
Payment pricing
x402 payment terms are the authoritative price for calling this endpoint.
- Payment option 1
- 10 USDC
Atomic price: 10000000 · Network: eip155:8453 · Asset: USDC · Scheme: exact - Payment option 2
- 10 USDC
Atomic price: 10000000 · Network: solana:5eykt4UsFv8P8NJdTREpY1vzqKqZKvdp · Asset: USDC · Scheme: exact
Raw x402 terms
[
{
"scheme": "exact",
"network": "eip155:8453",
"asset": "0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913",
"amount": "10000000",
"payTo": "0x837C40E2B4e976f43Ffb4451eE281A00fA9477dd"
},
{
"scheme": "exact",
"network": "solana:5eykt4UsFv8P8NJdTREpY1vzqKqZKvdp",
"asset": "EPjFWdd5AufqSSqeM2qN1xzybapC8G4wEGGkZwyTDt1v",
"amount": "10000000",
"payTo": "J1K4mdbvXEbJLRKpgxFcA7s66LWMCYHu71ye6Hz2icSh"
}
]Observed health
- Status
- Reachable
- Latest latency
- 50 ms
- Average latency
- 172 ms
- HTTP status
- 405
- Last checked
- Reachability
- 100% over 13 checks
Latency is measured to the first response headers. A reachable result does not verify response accuracy or merchant identity.
Input schema
{
"type": "object",
"properties": {
"type": {
"type": "string",
"const": "http"
},
"method": {
"type": "string",
"enum": [
"POST",
"PUT",
"PATCH"
]
},
"bodyType": {
"type": "string",
"enum": [
"json",
"form-data",
"text"
]
},
"body": {
"type": "object",
"properties": {
"history_table": {
"type": "string"
},
"target_table": {
"type": "string"
},
"timestamp_col": {
"type": "string"
},
"data_col": {
"type": "string"
},
"anomaly_prob_threshold": {
"type": "number"
},
"id_cols": {
"type": "array",
"items": {
"type": "string"
}
},
"target_last": {
"type": "integer",
"minimum": 1,
"maximum": 366
},
"max_scan_gib": {
"type": "number"
},
"language": {
"type": "string",
"maxLength": 35,
"pattern": "^[A-Za-z]{2,3}(-[A-Za-z0-9]{2,8})*$"
}
},
"required": [
"history_table",
"target_table",
"timestamp_col",
"data_col"
],
"additionalProperties": false
}
},
"required": [
"type",
"method",
"bodyType",
"body"
],
"additionalProperties": false
}Output schema
{
"type": "object",
"properties": {
"type": {
"type": "string"
},
"example": {
"type": "object",
"$schema": "https://json-schema.org/draft/2020-12/schema",
"required": [
"status",
"worker",
"price_usd",
"result",
"provenance",
"receipt_id",
"receipt_url"
],
"properties": {
"status": {
"type": "string",
"const": "ok"
},
"worker": {
"type": "string"
},
"price_usd": {
"type": "number"
},
"result": {
"type": "object",
"properties": {
"history_table": {
"type": "string"
},
"target_table": {
"type": "string"
},
"timestamp_col": {
"type": "string"
},
"data_col": {
"type": "string"
},
"anomaly_prob_threshold": {
"type": "number"
},
"mode": {
"type": "string",
"enum": [
"split_by_time",
"two_tables"
]
},
"target_periods": {
"type": [
"integer",
"null"
]
},
"columns": {
"type": "array",
"items": {
"type": "string"
}
},
"rows": {
"type": "array",
"items": {
"type": "object",
"properties": {},
"required": [],
"additionalProperties": true
}
},
"row_count": {
"type": "integer"
},
"anomaly_count": {
"type": "integer"
},
"gib_processed": {
"type": "number"
}
},
"required": [
"history_table",
"target_table",
"timestamp_col",
"data_col",
"anomaly_prob_threshold",
"mode",
"target_periods",
"columns",
"rows",
"row_count",
"anomaly_count",
"gib_processed"
]
},
"provenance": {
"type": "object",
"properties": {
"steps": {
"type": "array",
"items": {
"type": "object",
"properties": {
"step": {
"type": "string"
},
"ok": {
"type": "boolean"
},
"provider": {
"type": "string"
},
"ms": {
"type": "integer"
},
"reason": {
"type": "string"
}
},
"required": [
"step",
"ok",
"ms"
]
}
},
"providers_used": {
"type": "array",
"items": {
"type": "string"
}
},
"attempts": {
"type": "integer"
},
"elapsed_ms": {
"type": "integer"
}
},
"required": [
"steps",
"providers_used",
"attempts",
"elapsed_ms"
]
},
"receipt_id": {
"type": "string"
},
"receipt_url": {
"type": "string"
},
"billing_warning": {
"type": "string"
},
"attribution": {
"type": "array",
"items": {
"type": "object",
"properties": {
"text": {
"type": "string"
},
"url": {
"type": "string"
}
},
"required": [
"text",
"url"
]
}
}
}
}
},
"required": [
"type"
]
}