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Eden Engine

Web Research Agent (Prompt to Structured Data)

omnial/agent

Given a research prompt -- optionally constrained to specific URLs and a maximum spend -- autonomously reads web pages to find and extract the requested data. One call returns a plain-language summary of what it found plus whatever structured fields it identified there, or an empty result when nothing matching the prompt turns up.

activeper callv1
Provider
Web & Business Data Network
Category
web-extraction
Provider price
$0.001365 per call
Latency p50 / p95
— / —
Success rate
—
Verified
—

Provider list price; Omnial MCP charges provider cost plus a platform markup on top.

Contract

input_schema.json
{
  "type": "object",
  "required": [
    "prompt"
  ],
  "properties": {
    "urls": {
      "type": "array",
      "items": {
        "type": "string",
        "format": "uri"
      },
      "maxItems": 50,
      "description": "Constrain the agent to these URLs."
    },
    "prompt": {
      "type": "string",
      "examples": [
        "Find the pricing tiers and per-seat cost on acme.com"
      ],
      "maxLength": 10000,
      "minLength": 1,
      "description": "What data to find and extract."
    },
    "schema": {
      "type": "object",
      "description": "JSON Schema to shape the extracted data.",
      "propertyNames": {
        "type": "string"
      },
      "additionalProperties": {}
    },
    "maxCredits": {
      "type": "integer",
      "default": 100,
      "maximum": 2500,
      "minimum": 1,
      "description": "Maximum provider credits the agent may spend on this task."
    },
    "strictConstrainToURLs": {
      "type": "boolean"
    }
  },
  "additionalProperties": false
}
output_schema.json
{
  "type": "object",
  "properties": {
    "data": {
      "type": "object",
      "properties": {
        "plans": {
          "type": "array",
          "items": {
            "type": "object",
            "properties": {
              "name": {
                "type": "string",
                "description": "The plan's own name, e.g. 'Standard' -- not a person's name."
              },
              "description": {
                "type": "string"
              },
              "monthly_cost": {
                "type": "string",
                "description": "A free-text cost description, e.g. 'No monthly fee' or 'Custom pricing' -- not always a plain number."
              },
              "transaction_rate": {
                "type": "string",
                "description": "Observed on only one of two plans in the one real fixture -- not guaranteed present on every plan entry."
              }
            },
            "additionalProperties": true
          },
          "description": "Present only when the agent's default (no `schema` supplied) extraction returns pricing-plan-shaped data, as it did on the one real fixture captured."
        }
      },
      "description": "The extracted data. Its shape follows the input `schema` when one is supplied; the one real fixture captured did not supply `schema` and got the agent's own default shape (a `plans` array) back -- a caller supplying `schema` should expect a differently-shaped `data` object entirely, unconfirmed by a real fixture.",
      "additionalProperties": true
    },
    "model": {
      "type": "string",
      "description": "The underlying extraction model the agent used, e.g. 'spark-2'."
    },
    "status": {
      "type": "string",
      "description": "Observed as 'completed' on the one real fixture; other values are undocumented here."
    },
    "message": {
      "type": "string",
      "description": "A plain-language summary of what the agent found and how it answered the prompt."
    },
    "success": {
      "type": "boolean",
      "description": "Whether the agent completed its task; observed true on the one real fixture."
    }
  },
  "description": "The agent's result, as returned at routing.responseResultPath ($.output). A genuinely not-found run shapes to `{}` (examples/nonexistent-empty.json's own census recorded zero leaf paths) -- no field below is guaranteed present.",
  "additionalProperties": true
}

Pricing

Every real charge, itemised. A model that quietly omits one is a slow financial leak, so nothing here is rolled up, and a charge that only applies to some inputs says so rather than being added in.

Prices in this catalog are the provider's own list price, not your bill: Omnial MCP charges provider cost plus a platform markup on top, so what you are charged is higher than the figure shown. For the exact amount a specific call will cost, run omnial_execute with dry_run: true; that number includes the markup and is what we hold while the call runs. It is a quote, not a cap on the charge.

ChargeRate
Per call
Flat, regardless of what comes back
$0.001365
Cost basis
Not recorded

This tool's catalog entry does not record how its final bill is determined, so we will not tell you whether its cost is fixed before the call or reported by the provider afterwards. Either way what is held is a quote rather than a cap: you are charged what the call actually costs, bounded at 2x the quote.

Updated
Sep 15, 2026