pineapplesour.github.io WebMCP Tools, Schemas & Agent Capabilities

pineapplesour.github.io

live Unverified (seed import) Finance & Crypto 15 tools imperative implementation

Drop a bank or card statement into the tab. Nothing uploads. A WebMCP agent analyses it in place, and you watch every tool call it makes.

First seen 2026-11-05 · Last seen 2026-11-05 · Source: webmcp.com

Answer 8 · Act 7 · Transact 0 · Score: Not yet scored

Tool inspector

find_anomalies

answer imperative

Flag transactions worth a second look: charges far outside the normal range for that same merchant (scored against the median and MAD, so one big charge cannot hide another), the same amount billed twice within two days, and unusually large one-off payments at merchants with no history.

Page: /tallyroom/

Input schema

Property	Type	Required	Description
`from`	string	no	Only include transactions on or after this date (YYYY-MM-DD).
`to`	string	no	Only include transactions on or before this date (YYYY-MM-DD).
`category`	string	no	Restrict to one category. Use 'Uncategorised' for rows with no category yet.
`account`	string	no	Restrict to accounts whose name contains this text.
`merchant`	string	no	Restrict to a merchant. Matching is fuzzy, so 'starbucks' catches every branch and spelling.
`search`	string	no	Free-text match against the transaction description.
`flow`	string	no	Which side of the ledger to include. Defaults to all.
`minAmount`	number	no	Minimum absolute amount.
`maxAmount`	number	no	Maximum absolute amount.
`sensitivity`	number	no	Robust z-score threshold for outliers. Lower finds more. Defaults to 3.5.

Raw JSON schema

{
  "type": "object",
  "properties": {
    "from": {
      "type": "string",
      "description": "Only include transactions on or after this date (YYYY-MM-DD)."
    },
    "to": {
      "type": "string",
      "description": "Only include transactions on or before this date (YYYY-MM-DD)."
    },
    "category": {
      "type": "string",
      "description": "Restrict to one category. Use 'Uncategorised' for rows with no category yet."
    },
    "account": {
      "type": "string",
      "description": "Restrict to accounts whose name contains this text."
    },
    "merchant": {
      "type": "string",
      "description": "Restrict to a merchant. Matching is fuzzy, so 'starbucks' catches every branch and spelling."
    },
    "search": {
      "type": "string",
      "description": "Free-text match against the transaction description."
    },
    "flow": {
      "type": "string",
      "enum": [
        "all",
        "spend",
        "income"
      ],
      "description": "Which side of the ledger to include. Defaults to all."
    },
    "minAmount": {
      "type": "number",
      "description": "Minimum absolute amount."
    },
    "maxAmount": {
      "type": "number",
      "description": "Maximum absolute amount."
    },
    "sensitivity": {
      "type": "number",
      "description": "Robust z-score threshold for outliers. Lower finds more. Defaults to 3.5."
    }
  }
}

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