Clean Batch Call Names

Read only Suggests a cleaned-up natural first name for each raw name you pass in — same AI suggestion logic the dashboard’s batch call upload wizard uses (extracts a first name, e.g. “Rai Rao” -> “Rai”, strips titles, fixes casing). The names are processed by an AI model to produce the suggestions; nothing is stored and nothing is changed. Call this on the name column before create_batch_call, show the user original vs. suggested for each, let them accept/reject/edit, then build the final CSV using the confirmed names.

Parameters

Name	Type	Required	Description
`names`	`array`	Yes	Raw names to get cleanup suggestions for, e.g. from the name column of a leads file

Complete input schema

{
  "type": "object",
  "properties": {
    "names": {
      "type": "array",
      "items": {
        "type": "string"
      },
      "maxItems": 1000,
      "description": "Raw names to get cleanup suggestions for, e.g. from the name column of a leads file"
    }
  },
  "required": [
    "names"
  ],
  "additionalProperties": false,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Registered output schema

{
  "type": "object",
  "properties": {
    "items": {
      "type": "array",
      "description": "One suggestion per input name, in input order: { original, suggested }"
    }
  },
  "required": [
    "items"
  ],
  "additionalProperties": true,
  "$schema": "http://json-schema.org/draft-07/schema#"
}

Before you call

Connect and initialize the MCP client with OAuth or an API key for the intended workspace.
Provide the required parameters: names.
If your OAuth grant covers several workspaces, also pass organization_id with the workspace to act in, from List My Organizations.

Example MCP request

Send tools/call after your client completes MCP initialization. Replace placeholder values with IDs and inputs from your workspace. For object and array parameters, follow the nested requirements in the parameter description instead of treating an empty value as complete.

{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "clean_batch_call_names",
    "arguments": {
      "names": []
    }
  }
}

Successful results include structuredContent and a text content block containing the same JSON. Check isError first, then read structuredContent or parse content[0].text. See MCP responses and errors for the full envelope and failure behavior.

Verify the result

Confirm the response is not marked isError, parse content[0].text as JSON, and verify that returned IDs and workspace data match the request.

Retry safety

This tool does not change workspace data. Retrying after a transient transport failure is safe.

Create Batch Call: create_batch_call

Start Here

Tool Reference

Parameters

Complete input schema

Registered output schema

Before you call

Example MCP request

Verify the result

Retry safety

Parameters

Complete input schema

Registered output schema

Before you call

Example MCP request

Verify the result

Retry safety

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