Industry Code Search (by Free-Text Topic)

omnial/industry-search

Given a free-text industry topic or business description, returns a similarity-ranked list of up to 30 industry codes and names it best matches, from an exact phrase like 'warehouse automation' down to a single generic word.

activeper callv3

Price

$0.001 per call

You pay the price shown. If a call turns out to cost more than its quote, you pay the actual price, capped at twice the quote. No monthly minimum. Top-ups start at $5.00.

Data source

Akta

Data from Akta.

Use it

Your AI assistant does the work: it finds this tool, shows you the price first, runs it, and you are charged when the run finishes. There is nothing to set up for this tool in particular.

Connect once and your AI can find and run this tool, and any other it needs.

Install it Create an account

For developers: the calls your assistant makes

agent

// 1. search: find the tool
omnial_search({ query: "what you need" })

// 2. inspect: price and input schema
omnial_inspect({ tool: "omnial/industry-search" })

// 3. learn: read the usage guide at runtime
omnial_learn({ tool: "omnial/industry-search" })

// 4. run: price the exact call first, then run it
omnial_execute({ tool: "omnial/industry-search", input: { /* see input_schema */ }, dry_run: true })
omnial_execute({ tool: "omnial/industry-search", input: { /* ... */ } })

// 5. settle: the call is charged when it finishes, nothing to do

Not connected yet? Point your MCP client at https://mcp.eden-engine.com/mcp, then copy a config for your client.

Pricing

Every charge this tool can incur.

Charge	Price
Per call	$0.001

Updated: Oct 27, 2026

Input and output schemas

Input schema

input_schema.json

{
  "type": "object",
  "required": [
    "query"
  ],
  "properties": {
    "query": {
      "type": "string",
      "minLength": 1,
      "description": "Free-text industry name or topic to resolve into codes. Example: 'warehouse automation'."
    }
  },
  "additionalProperties": false
}

Output schema

output_schema.json

{
  "type": "object",
  "required": [
    "data",
    "count"
  ],
  "properties": {
    "data": {
      "type": "array",
      "items": {
        "type": "object",
        "required": [
          "code",
          "industry_name",
          "similarity"
        ],
        "properties": {
          "code": {
            "type": "string",
            "description": "The vendor's internal industry code, e.g. 'IMAHAHAN'."
          },
          "similarity": {
            "type": "number",
            "description": "How closely this industry matches the query, roughly 0-1. Observed as low as ~0.21 for a single generic letter and above 0.70 for an exact topic match -- a low score signals a weak match, not an error."
          },
          "industry_name": {
            "type": "string",
            "description": "Human-readable industry/category label for this code."
          }
        },
        "additionalProperties": true
      },
      "description": "Industry matches, ordered by descending `similarity`. Capped at 30 entries on every real call observed, even for a nonsense or single-letter query."
    },
    "count": {
      "type": "integer",
      "description": "Number of entries in `data`. 30 on every real call observed."
    }
  },
  "description": "The industry-match list. Every real call observed (an exact topic, a gibberish query, and a single generic letter) returned a full, similarity-ranked list rather than an empty one.",
  "additionalProperties": true
}