Deduplicate JSON records with fuzzy matching

Provide a JSON array of record objects for fuzzy deduplication. You can specify which fields to compare and a matching threshold, then inspect the actual returned result.

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View instructions

Use deduplicate-strale to check the list or spreadsheet rows I provide for entries that may be alike. Ask me to paste the rows if they are missing. If I name the details to compare, use those; if I do not, ask which details matter in plain language. Keep all column names and values as provided when preparing the data. Reuse my current Toolmu setup or follow https://toolmu.com/SKILL.md to connect. Stay within my current access and spending limit. Explain only what the result shows. Similar rows may still be different, and this Tool does not change my original spreadsheet.

Task:
Check whether these rows contain possible duplicates: [paste spreadsheet rows here]. I care most about [email addresses and phone numbers]. Explain what the returned result actually shows in simple words; do not edit or delete anything.

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Strale

Deduplicate JSON records with fuzzy matching

Provide a JSON array of record objects for fuzzy deduplication. You can specify which fields to compare and a matching threshold, then inspect the actual returned result.

You receive

Review the returned deduplication result. If it contains records or matching details, your Agent can organize and explain them to help you decide how to use the result.

Start with your task

Check whether these rows contain possible duplicates: [paste spreadsheet rows here]. I care most about [email addresses and phone numbers]. Explain what the returned result actually shows in simple words; do not edit or delete anything.

What to know

Similar text can belong to different records. Review the result before using it to replace a dataset; do not assume which record is kept, how records are merged or their order unless the returned details establish it.

Inputs & outputs

Inspect the current inputs, availability, and maximum charge before starting.

Input schema

Input schema
Field / Path	Type	Requirement	Meaning
queryParams`queryParams`	`object`	Required	Required fields `data`
Record array`queryParams.data`	`array`	Required	Required array, described as objects to deduplicate. Supply a JSON array rather than quoted JSON text. The definition does not specify item fields or array-length limits.
Matching threshold`queryParams.threshold`	`number`	Optional	Optional number. The parameter description states a range of 0–1 and a default of 0.8; minimum, maximum and default are not encoded in the schema. Supply a numeric threshold when you want to specify one.
Fields to compare`queryParams.match_fields`	`array`	Optional	Optional array for the fields to compare. The definition does not specify array-item types, a field-name format or a default field set. Include it when you want to specify the comparison fields.

View raw JSON

{
  "type": "object",
  "required": [
    "queryParams"
  ],
  "properties": {
    "queryParams": {
      "type": "object",
      "required": [
        "data"
      ],
      "properties": {
        "data": {
          "type": "array",
          "description": "Array of objects to deduplicate"
        },
        "threshold": {
          "type": "number",
          "description": "Match threshold 0-1 (default 0.8)"
        },
        "match_fields": {
          "type": "array",
          "description": "Fields to compare"
        }
      }
    }
  },
  "additionalProperties": false
}

Result schema

Output fields have not been documented yet.

Additional notes

Input reference

View the current input definition for the record array and optional comparison settings.

Deduplicate JSON records with fuzzy matching

Deduplicate JSON records with fuzzy matching

You receive

Start with your task

What to know

Inputs & outputs

Input schema

Result schema

Input reference

Copy rows from your spreadsheet

Say what details to compare

Review the result