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

list_merchants

answer imperative

Group the raw description strings into merchants, collapsing branch names, card reference numbers and spelling variants. Ask for onlyUncategorised to get exactly the work that still needs deciding: a few dozen clusters instead of a thousand rows. This is the right input to propose_categories.

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.
`onlyUncategorised`	boolean	no	Only clusters that have no category yet. Defaults to false.
`limit`	number	no	How many clusters to return, largest spend first. Defaults to 60.

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."
    },
    "onlyUncategorised": {
      "type": "boolean",
      "description": "Only clusters that have no category yet. Defaults to false."
    },
    "limit": {
      "type": "number",
      "description": "How many clusters to return, largest spend first. Defaults to 60."
    }
  }
}

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