# llms.txt Checker, Generator & Monitor: AI Search Readiness. (`apifmcpfactory/llms-txt-suite`) Actor

Generate, audit and monitor your llms.txt so ChatGPT and AI agents can read your site. Get an AI-readiness score and a ready-to-publish file. Works on public pages only. We store nothing personal.

- **URL**: https://apify.com/apifmcpfactory/llms-txt-suite.md
- **Developed by:** [Fred Jones](https://apify.com/apifmcpfactory) (community)
- **Categories:** Agents, SEO tools, Developer tools
- **Stats:** 2 total users, 1 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

from $10.00 / 1,000 llms.txt audits

This Actor is paid per event. You are not charged for the Apify platform usage, but only a fixed price for specific events.

Learn more: https://docs.apify.com/platform/actors/running/actors-in-store#pay-per-event

## What's an Apify Actor?

Actors are a software tools running on the Apify platform, for all kinds of web data extraction and automation use cases.
In Batch mode, an Actor accepts a well-defined JSON input, performs an action which can take anything from a few seconds to a few hours,
and optionally produces a well-defined JSON output, datasets with results, or files in key-value store.
In Standby mode, an Actor provides a web server which can be used as a website, API, or an MCP server.
Actors are written with capital "A".

## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
The best way to integrate Actors is as follows.

In JavaScript/TypeScript projects, use official [JavaScript/TypeScript client](https://docs.apify.com/api/client/js/docs.md):

```bash
npm install apify-client
```

In Python projects, use official [Python client library](https://docs.apify.com/api/client/python/docs.md):

```bash
pip install apify-client
```

In shell scripts, use [Apify CLI](https://docs.apify.com/cli/docs.md):

````bash
# MacOS / Linux
curl -fsSL https://apify.com/install-cli.sh | bash
# Windows
irm https://apify.com/install-cli.ps1 | iex
```bash

In AI frameworks, you might use the [Apify MCP server](https://docs.apify.com/integrations/mcp.md).

If your project is in a different language, use the [REST API](https://docs.apify.com/api/v2.md).

For usage examples, see the [API](#api) section below.

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).


# README

## llms.txt Generator & Checker: AI Search Readiness Audit

Generate, audit and monitor your llms.txt so ChatGPT and AI agents can read your site. Get an AI-readiness score and a ready-to-publish file.

**Works on public pages only. We store nothing personal.**

One Actor, three modes, picked with a single `mode` field: **audit** a site's current llms.txt, **generate** a ready-to-publish one from the site's own pages, or **monitor** it over time and get alerted when something breaks.

### Use with AI agents (MCP)

This Actor is also an **MCP tool** — AI agents like Claude and Cursor can call it directly; usage bills through your Apify account.

**MCP server URL:**

````

https://mcp.apify.com?tools=apifmcpfactory/llms-txt-suite

````

**Claude Desktop** (`claude_desktop_config.json`):

```json
{
    "mcpServers": {
        "llms-txt-suite": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com?tools=apifmcpfactory/llms-txt-suite",
                "--header",
                "Authorization: Bearer YOUR_APIFY_TOKEN"
            ]
        }
    }
}
````

**Cursor** (`.cursor/mcp.json`):

```json
{
    "mcpServers": {
        "llms-txt-suite": {
            "url": "https://mcp.apify.com?tools=apifmcpfactory/llms-txt-suite",
            "headers": {
                "Authorization": "Bearer YOUR_APIFY_TOKEN"
            }
        }
    }
}
```

Replace `YOUR_APIFY_TOKEN` with your API token from [Apify Console](https://console.apify.com/settings/integrations).

No Apify account? AI agents can also pay per call with USDC via the [x402 protocol](https://docs.apify.com/integrations/x402): buy a prepaid token at [agi.apify.com](https://agi.apify.com) and use it as the Bearer token above.

#### One tool, three actions

An agent (or you) picks the action with the `mode` field. Each mode has one job:

| Mode | Verb + object + result | Example call |
| --- | --- | --- |
| `audit` | Score a site's llms.txt AI-readiness (0-100) and list concrete fixes. | `{ "mode": "audit", "siteUrl": "https://docs.stripe.com" }` |
| `generate` | Draft a spec-compliant llms.txt (and optionally llms-full.txt) from the site's own pages. | `{ "mode": "generate", "siteUrl": "https://example.com", "maxPages": 50 }` |
| `monitor` | Re-audit a site and diff the result against its last check — pair with an Apify Schedule. | `{ "mode": "monitor", "siteUrl": "https://example.com" }` |

### What does llms.txt Generator & Checker do?

[llms.txt](https://llmstxt.org) is the emerging standard that gives AI assistants — ChatGPT, Claude, Perplexity — a curated, machine-readable guide to a website. This Actor covers the full lifecycle in one tool instead of three separate ones:

1. **Audit** — fetches `/llms.txt` (and `/llms-full.txt` if present), checks it's present, well-formed, has a title and summary, has sectioned links, and that those links still resolve, then returns a 0-100 AI-readiness score with plain-English recommendations.
2. **Generate** — reads the site's `sitemap.xml` first (falling back to a shallow crawl of homepage links, capped at `maxPages`), and assembles a spec-compliant llms.txt — title, summary, and sectioned `[page](url): description` links — from the site's own titles and meta descriptions. Nothing is invented by AI. Optionally also builds llms-full.txt with each page's body content.
3. **Monitor** — re-runs the audit and diffs the score, content hash, and check results against the last run, persisted per site. Attach this mode to an [Apify Schedule](https://docs.apify.com/platform/schedules) to get notified the moment a site's llms.txt disappears, breaks, or goes stale.

### Why use it?

- **One tool covers the whole loop** — audit finds the gap, generate fixes it, monitor keeps it fixed. No juggling three separate Actors.
- **SEO / GEO agencies** — run `audit` across a client list for a scored, explainable report; run `generate` to hand over the fix; schedule `monitor` to prove ongoing value.
- **Site owners** — one-click check of your own AI visibility, and a file you can publish immediately.

### How to use it

1. Open the Input tab and pick a **mode** (defaults to `audit`).
2. Paste your **Website URL** (a working example is pre-filled — just click Start to try it).
3. Leave the advanced options at their defaults, or tune `maxPages`, `includeFullText`, `validateLinks`, `respectRobots`.
4. Click **Start**. Results appear in the **Output** tab — a scored table for audit/monitor, or a download link for the generated file.
5. For ongoing monitoring, click **Schedule** on this Actor, set `mode` to `monitor`, and pick an interval (e.g. weekly).

### Input

```json
{
    "mode": "audit",
    "siteUrl": "https://docs.stripe.com",
    "maxPages": 50,
    "includeFullText": false,
    "validateLinks": true,
    "respectRobots": true
}
```

| Field | Used by | Description |
| --- | --- | --- |
| `mode` | all | `audit` | `generate` | `monitor`. Defaults to `audit`. |
| `siteUrl` | all | Site or direct llms.txt URL. Bare domains are accepted. |
| `maxPages` | generate | Crawl cap (1-200, default 50) — also the cost guardrail. |
| `includeFullText` | generate | Also build llms-full.txt from page body content. |
| `validateLinks` | audit, monitor | Sample-check that llms.txt links still resolve. |
| `respectRobots` | all | Honor the site's robots.txt while crawling or validating links. |

### Output

**Audit** (and the audit half of monitor):

```json
{
    "mode": "audit",
    "siteUrl": "https://docs.stripe.com",
    "hasLlmsTxt": true,
    "score": 85,
    "checks": [
        { "name": "present", "passed": true, "detail": "Found at https://docs.stripe.com/llms.txt." },
        { "name": "wellFormed", "passed": true, "detail": "Starts with a \"# Title\" heading and is a reasonable size." },
        { "name": "hasTitleSummary", "passed": true, "detail": "Has both a title and a \"> summary\" blockquote." },
        { "name": "hasSectionedLinks", "passed": true, "detail": "6 section(s), 214 link(s)." },
        { "name": "linksResolve", "passed": false, "detail": "17/20 sampled link(s) resolve. Broken: https://docs.stripe.com/old-page." },
        { "name": "notStale", "passed": true, "detail": "Link rot is within a normal range." }
    ],
    "missingSections": ["llms-full.txt (full-content companion file)"],
    "recommendations": ["Fix or remove 3 broken link(s): https://docs.stripe.com/old-page."]
}
```

**Generate:**

```json
{
    "mode": "generate",
    "siteUrl": "https://example.com",
    "llmsTxt": "# Example\n\n> Website at example.com.\n\n## Pages\n\n- [About](https://example.com/about)\n...",
    "pagesIncluded": ["https://example.com/about", "https://example.com/pricing"],
    "fileUrl": "https://api.apify.com/v2/key-value-stores/.../records/example.com-llms.txt"
}
```

**Monitor:**

```json
{
    "mode": "monitor",
    "siteUrl": "https://example.com",
    "previousScore": 90,
    "currentScore": 55,
    "changed": true,
    "diff": ["Score changed from 90 to 55 (-35).", "llms.txt content changed since the last check."],
    "status": "changed"
}
```

Every run also stamps its raw run duration (`ms`) and, on failure, a plain `error` field — never a raw crash.

### Pricing — pay per event

| Event | Price | Charged when |
| --- | --- | --- |
| Audit run | **$0.01** | one completed audit of one site |
| Generate run | **$0.03** | one completed llms.txt draft of one site |
| Monitor run | **$0.005** | one completed monitor check of one site |

Only the mode that actually ran is charged, and only on success — a failed run (bad URL, unreachable site) costs nothing. `maxPages` bounds generate's crawl so a single run's compute never runs away, keeping a comfortable margin under every price above even for a full 200-page crawl.

### Compliance

Public pages only — this Actor never accesses anything behind a login or paywall. `respectRobots` (on by default) makes every mode honor a site's robots.txt. Nothing personal is stored: the only state kept between runs is the Monitor baseline (a score and a content hash, keyed by site URL), and that's derived entirely from the site's own public llms.txt.

### FAQ

**What is llms.txt?** A proposed standard ([llmstxt.org](https://llmstxt.org)) — a markdown file at `/llms.txt` giving AI assistants a curated guide to a site, like robots.txt for the AI era.

**Do I need to run audit before generate?** No — generate works standalone. But running audit first tells you *why* you need it, and running it again after publishing confirms the fix worked.

**How does monitor remember the last score?** It stores a small baseline (score + content hash) per site URL in a persistent key-value store — no page content, no personal data. Attach `monitor` to an Apify Schedule and each scheduled run compares against the previous one automatically.

**Is the generated file really not AI-written?** Correct — every line comes from the site's own titles, meta descriptions, and (for llms-full.txt) body text. Deterministic in, deterministic out.

### More tools from MCP Factory

- **[llms.txt Checker](https://apify.com/apifmcpfactory/llms-txt-checker)** — a lighter, robots.txt-focused AI-crawler-access audit (GPTBot, ClaudeBot, PerplexityBot access status).
- **[llms.txt Generator](https://apify.com/apifmcpfactory/llms-txt-generator)** — the standalone generator this Actor's generate mode builds on.
- **[Tech Stack Detector](https://apify.com/apifmcpfactory/tech-stack-detector)** — find out what any website is built with (CMS, ecommerce, frameworks, analytics).
- **[EU VAT Validator](https://apify.com/apifmcpfactory/eu-vat-validator)** — bulk-validate EU VAT numbers against the EU's official VIES service.
- **[PDF Toolkit](https://apify.com/apifmcpfactory/pdf-toolkit)** — merge, split, compress, convert, rotate and watermark PDFs.

# Actor input Schema

## `mode` (type: `string`):

What to do. "audit" scores the site's current llms.txt (0-100) with fix recommendations. "generate" crawls the site and drafts a spec-compliant llms.txt (and optionally llms-full.txt) ready to publish. "monitor" re-runs the audit and diffs it against the last run — pair with an Apify Schedule to get alerted when a site's AI-readiness changes.

## `siteUrl` (type: `string`):

The site to process, e.g. "https://docs.stripe.com" — a bare domain or any page URL is reduced to its site root. Also accepts a direct llms.txt URL. Public pages only; nothing behind a login or paywall is ever accessed.

## `maxPages` (type: `integer`):

How many pages "generate" reads to build llms.txt (discovered via sitemap.xml first, falling back to homepage links). Integer 1-200, e.g. 50. Ignored by audit and monitor. This is also the cost guardrail: it caps crawl compute regardless of site size.

## `includeFullText` (type: `boolean`):

When true, "generate" also assembles llms-full.txt — the same pages' body text in one file, for AI assistants that read full page content instead of just links. Ignored by audit and monitor.

## `validateLinks` (type: `boolean`):

When true, "audit" and "monitor" fetch a sample of the links listed in llms.txt to confirm they still resolve (HTTP < 400) and to detect link rot. Ignored by generate.

## `respectRobots` (type: `boolean`):

When true (recommended), every mode honors the site's robots.txt: "generate" skips disallowed pages while crawling, and "audit"/"monitor" skip disallowed links when validating. Turn off only if you have permission to ignore robots.txt for this site.

## Actor input object example

```json
{
  "mode": "audit",
  "siteUrl": "https://docs.stripe.com",
  "maxPages": 50,
  "includeFullText": false,
  "validateLinks": true,
  "respectRobots": true
}
```

# Actor output Schema

## `results` (type: `string`):

No description

# API

You can run this Actor programmatically using our API. Below are code examples in JavaScript, Python, and CLI, as well as the OpenAPI specification and MCP server setup.

## JavaScript example

```javascript
import { ApifyClient } from 'apify-client';

// Initialize the ApifyClient with your Apify API token
// Replace the '<YOUR_API_TOKEN>' with your token
const client = new ApifyClient({
    token: '<YOUR_API_TOKEN>',
});

// Prepare Actor input
const input = {
    "siteUrl": "https://docs.stripe.com"
};

// Run the Actor and wait for it to finish
const run = await client.actor("apifmcpfactory/llms-txt-suite").call(input);

// Fetch and print Actor results from the run's dataset (if any)
console.log('Results from dataset');
console.log(`💾 Check your data here: https://console.apify.com/storage/datasets/${run.defaultDatasetId}`);
const { items } = await client.dataset(run.defaultDatasetId).listItems();
items.forEach((item) => {
    console.dir(item);
});

// 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/js/docs

```

## Python example

```python
from apify_client import ApifyClient

# Initialize the ApifyClient with your Apify API token
# Replace '<YOUR_API_TOKEN>' with your token.
client = ApifyClient("<YOUR_API_TOKEN>")

# Prepare the Actor input
run_input = { "siteUrl": "https://docs.stripe.com" }

# Run the Actor and wait for it to finish
run = client.actor("apifmcpfactory/llms-txt-suite").call(run_input=run_input)

# Fetch and print Actor results from the run's dataset (if there are any)
print("💾 Check your data here: https://console.apify.com/storage/datasets/" + run["defaultDatasetId"])
for item in client.dataset(run["defaultDatasetId"]).iterate_items():
    print(item)

# 📚 Want to learn more 📖? Go to → https://docs.apify.com/api/client/python/docs/quick-start

```

## CLI example

```bash
echo '{
  "siteUrl": "https://docs.stripe.com"
}' |
apify call apifmcpfactory/llms-txt-suite --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=apifmcpfactory/llms-txt-suite",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "llms.txt Checker, Generator & Monitor: AI Search Readiness.",
        "description": "Generate, audit and monitor your llms.txt so ChatGPT and AI agents can read your site. Get an AI-readiness score and a ready-to-publish file. Works on public pages only. We store nothing personal.",
        "version": "0.0",
        "x-build-id": "4VrT4U9sGpeS8derb"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/apifmcpfactory~llms-txt-suite/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-apifmcpfactory-llms-txt-suite",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for its completion, and returns Actor's dataset items in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/apifmcpfactory~llms-txt-suite/runs": {
            "post": {
                "operationId": "runs-sync-apifmcpfactory-llms-txt-suite",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK",
                        "content": {
                            "application/json": {
                                "schema": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/apifmcpfactory~llms-txt-suite/run-sync": {
            "post": {
                "operationId": "run-sync-apifmcpfactory-llms-txt-suite",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        }
    },
    "components": {
        "schemas": {
            "inputSchema": {
                "type": "object",
                "required": [
                    "mode",
                    "siteUrl"
                ],
                "properties": {
                    "mode": {
                        "title": "Mode",
                        "enum": [
                            "audit",
                            "generate",
                            "monitor"
                        ],
                        "type": "string",
                        "description": "What to do. \"audit\" scores the site's current llms.txt (0-100) with fix recommendations. \"generate\" crawls the site and drafts a spec-compliant llms.txt (and optionally llms-full.txt) ready to publish. \"monitor\" re-runs the audit and diffs it against the last run — pair with an Apify Schedule to get alerted when a site's AI-readiness changes.",
                        "default": "audit"
                    },
                    "siteUrl": {
                        "title": "Website URL",
                        "type": "string",
                        "description": "The site to process, e.g. \"https://docs.stripe.com\" — a bare domain or any page URL is reduced to its site root. Also accepts a direct llms.txt URL. Public pages only; nothing behind a login or paywall is ever accessed.",
                        "default": "https://docs.stripe.com"
                    },
                    "maxPages": {
                        "title": "Max pages to crawl (generate only)",
                        "minimum": 1,
                        "maximum": 200,
                        "type": "integer",
                        "description": "How many pages \"generate\" reads to build llms.txt (discovered via sitemap.xml first, falling back to homepage links). Integer 1-200, e.g. 50. Ignored by audit and monitor. This is also the cost guardrail: it caps crawl compute regardless of site size.",
                        "default": 50
                    },
                    "includeFullText": {
                        "title": "Also generate llms-full.txt (generate only)",
                        "type": "boolean",
                        "description": "When true, \"generate\" also assembles llms-full.txt — the same pages' body text in one file, for AI assistants that read full page content instead of just links. Ignored by audit and monitor.",
                        "default": false
                    },
                    "validateLinks": {
                        "title": "Validate that llms.txt links resolve (audit & monitor)",
                        "type": "boolean",
                        "description": "When true, \"audit\" and \"monitor\" fetch a sample of the links listed in llms.txt to confirm they still resolve (HTTP < 400) and to detect link rot. Ignored by generate.",
                        "default": true
                    },
                    "respectRobots": {
                        "title": "Respect robots.txt",
                        "type": "boolean",
                        "description": "When true (recommended), every mode honors the site's robots.txt: \"generate\" skips disallowed pages while crawling, and \"audit\"/\"monitor\" skip disallowed links when validating. Turn off only if you have permission to ignore robots.txt for this site.",
                        "default": true
                    }
                }
            },
            "runsResponseSchema": {
                "type": "object",
                "properties": {
                    "data": {
                        "type": "object",
                        "properties": {
                            "id": {
                                "type": "string"
                            },
                            "actId": {
                                "type": "string"
                            },
                            "userId": {
                                "type": "string"
                            },
                            "startedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "finishedAt": {
                                "type": "string",
                                "format": "date-time",
                                "example": "2025-01-08T00:00:00.000Z"
                            },
                            "status": {
                                "type": "string",
                                "example": "READY"
                            },
                            "meta": {
                                "type": "object",
                                "properties": {
                                    "origin": {
                                        "type": "string",
                                        "example": "API"
                                    },
                                    "userAgent": {
                                        "type": "string"
                                    }
                                }
                            },
                            "stats": {
                                "type": "object",
                                "properties": {
                                    "inputBodyLen": {
                                        "type": "integer",
                                        "example": 2000
                                    },
                                    "rebootCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "restartCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "resurrectCount": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "computeUnits": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "options": {
                                "type": "object",
                                "properties": {
                                    "build": {
                                        "type": "string",
                                        "example": "latest"
                                    },
                                    "timeoutSecs": {
                                        "type": "integer",
                                        "example": 300
                                    },
                                    "memoryMbytes": {
                                        "type": "integer",
                                        "example": 1024
                                    },
                                    "diskMbytes": {
                                        "type": "integer",
                                        "example": 2048
                                    }
                                }
                            },
                            "buildId": {
                                "type": "string"
                            },
                            "defaultKeyValueStoreId": {
                                "type": "string"
                            },
                            "defaultDatasetId": {
                                "type": "string"
                            },
                            "defaultRequestQueueId": {
                                "type": "string"
                            },
                            "buildNumber": {
                                "type": "string",
                                "example": "1.0.0"
                            },
                            "containerUrl": {
                                "type": "string"
                            },
                            "usage": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "integer",
                                        "example": 1
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            },
                            "usageTotalUsd": {
                                "type": "number",
                                "example": 0.00005
                            },
                            "usageUsd": {
                                "type": "object",
                                "properties": {
                                    "ACTOR_COMPUTE_UNITS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATASET_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "KEY_VALUE_STORE_WRITES": {
                                        "type": "number",
                                        "example": 0.00005
                                    },
                                    "KEY_VALUE_STORE_LISTS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_READS": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "REQUEST_QUEUE_WRITES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_INTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "DATA_TRANSFER_EXTERNAL_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_RESIDENTIAL_TRANSFER_GBYTES": {
                                        "type": "integer",
                                        "example": 0
                                    },
                                    "PROXY_SERPS": {
                                        "type": "integer",
                                        "example": 0
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```