ToolAssay

Detect anomalies in a target table's time series against a history table, using

Detect anomalies in a target table's time series against a history table, using AI.DETECT_ANOMALIES (TimesFM). Both tables share the same timestamp and value column names.

Answeringour last check, 2026-09-24
1 of 1checks answered this week
857 msmedian answer time
$10.00listed price per call
$10.00price it asked us

Paid test badge: not yet. The checks above are free: we call the tool without paying and read the payment request it sends back. The Verified badge needs paid calls whose answers match the promised output, and nobody can buy a badge.

Endpoint

POST https://hubvibe-io.com/work/data/anomalies

CategoryEverything else
Provider hosthubvibe-io.com
Networkseip155:8453, solana:5eykt4UsFv8P8NJdTREpY1vzqKqZKvdp
Payment schemesexact
Self-reported calls, 30 days2 from 1 payers (the provider's figure, not ours)

Our checks, last 30 days

DayResultHTTPAskedTime
2026-09-24 valid payment request 402$10.00 857 ms

Example input (from the provider)

{
  "body": {
    "data_col": "example",
    "history_table": "example",
    "target_table": "example",
    "timestamp_col": "example"
  },
  "bodyType": "json",
  "method": "POST",
  "type": "http"
}

Promised output schema (from the provider)

{
  "$schema": "https://json-schema.org/draft/2020-12/schema",
  "properties": {
    "input": {
      "additionalProperties": false,
      "properties": {
        "body": {
          "additionalProperties": false,
          "properties": {
            "anomaly_prob_threshold": {
              "description": "0.5-0.999, default 0.95.",
              "type": "number"
            },
            "data_col": {
              "type": "string"
            },
            "history_table": {
              "description": "project.dataset.table",
              "type": "string"
            },
            "id_cols": {
              "description": "Optional: one series per value of these columns.",
              "items": {
                "type": "string"
              },
              "type": "array"
            },
            "max_scan_gib": {
              "type": "number"
            },
            "target_table": {
              "description": "project.dataset.table",
              "type": "string"
            },
            "timestamp_col": {
              "type": "string"
            }
          },
          "required": [
            "history_table",
            "target_table",
            "timestamp_col",
            "data_col"
          ],
          "type": "object"
        },
        "bodyType": {
          "enum": [
            "json",
            "form-data",
            "text"
          ],
          "type": "string"
        },
        "method": {
          "enum": [
            "POST",
            "PUT",
            "PATCH"
          ],
          "type": "string"
        },
        "type": {
          "const": "http",
          "type": "string"
        }
      },
      "required": [
        "type",
        "method",
        "bodyType",
        "body"
      ],
      "type": "object"
    },
    "output": {
      "properties": {
        "example": {
          "$schema": "https://json-schema.org/draft/2020-12/schema",
          "description": "The 200 body of every paid /work call. `result` is the worker's own output (its schema is per route); everything else is the same on all 38 routes. A receipt for the job is at `receipt_url`.",
          "properties": {
            "billing_warning": {
              "description": "Present only when the charge was recorded with a caveat.",
              "examples": [
                "settlement pending"
              ],
              "type": "string"
            },
            "price_usd": {
              "description": "What this call cost, in USD.",
              "examples": [
                0.02
              ],
              "type": "number"
            },
            "provenance": {
              "description": "How the result was produced: which providers ran and how long each took.",
              "properties": {
                "attempts": {
                  "description": "Provider attempts made, including retries and failovers.",
                  "examples": [
                    1
                  ],
                  "type": "integer"
                },
                "elapsed_ms": {
                  "description": "Wall-clock milliseconds for the whole job.",
                  "examples": [
                    340
                  ],
                  "type": "integer"
                },
                "providers_used": {
                  "description": "Providers that served the job.",
                  "examples": [
                    [
                      "coinbase-advanced-trade-public"
                    ]
                  ],
                  "items": {
                    "description": "Provider name.",
                    "examples": [
                      "coinbase-advanced-trade-public"
                    ],
                    "type": "string"
                  },
                  "type": "array"
                },
                "steps": {
                  "description": "Every step the job ran, in order.",
                  "items": {
                    "description": "One step of the job.",
                    "properties": {
                      "ms": {
                        "description": "Milliseconds the step took.",
                        "examples": [
                          312
                        ],
                        "type": "integer"
                      },
                      "ok": {
                        "description": "Whether the step succeeded.",
                        "examples": [
                          true
                        ],
                        "type": "boolean"
                      },
                      "provider": {
                        "description": "Provider that served the step.",
                        "examples": [
                          "coinbase-advanced-trade-public"
                        ],
                        "type": "string"
                      },
                      "reason": {
                        "description": "Failure reason, on a failed step.",
                        "examples": [
                          "provider_timeout"
                        ],
                        "type": "string"
                      },
                      "step": {
                        "description": "Step name inside the worker.",
                        "examples": [
                          "quote"
                        ],
                        "type": "string"
                      }
                    },
                    "required": [
                      "step",
                      "ok",
                      "ms"
                    ],
                    "type": "object"
                  },
                  "type": "array"
                }
              },
              "required": [
                "steps",
                "providers_used",
                "attempts",
                "elapsed_ms"
              ],
              "type": "object"
            },
            "receipt_id": {
              "d

This page as JSON