# TikTok Content & Creator Analyzer (`second_coming/tiktok-content-analyzer`) Actor

Extract video metadata, creator profiles, hashtag trends, engagement metrics, and comments from TikTok. Market research tool for brands and content agencies.

- **URL**: https://apify.com/second\_coming/tiktok-content-analyzer.md
- **Developed by:** [Richard P](https://apify.com/second_coming) (community)
- **Categories:** Social media, Marketing
- **Stats:** 1 total users, 0 monthly users, 100.0% runs succeeded, 0 bookmarks
- **User rating**: No ratings yet

## Pricing

Pay per usage

This Actor is paid per platform usage. The Actor is free to use, and you only pay for the Apify platform usage, which gets cheaper the higher subscription plan you have.

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

## 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.md):

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

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

## TikTok Content & Creator Analyzer

An [Apify Actor](https://apify.com/actors) for extracting TikTok creator
profiles, video metadata, engagement metrics, and hashtag content from
public TikTok pages.

---

### Features

- **Profile scraping** — extract creator bio, follower/following counts,
  avatar, verification status, and recent videos from any public TikTok
  profile (`tiktok.com/@username`).
- **Hashtag exploration** — scrape videos from hashtag pages
  (`tiktok.com/tag/hashtag`).
- **Engagement metrics** — likes, comments, shares, and play counts
  per video.
- **oEmbed enrichment** — augments each video with metadata from
  TikTok's official oEmbed API (title, thumbnail dimensions, embed HTML).
- **Graceful abort** — responds to Apify platform abort signals to
  shut down cleanly mid-crawl.
- **Rate-limited** — 3 s delay between requests to avoid aggressive
  rate-limiting from TikTok.

---

### Input

| Field             | Type    | Default | Description                                                                 |
|-------------------|---------|---------|-----------------------------------------------------------------------------|
| `profileUrls`     | array   | `[]`    | TikTok profile URLs to scrape (e.g. `["https://www.tiktok.com/@nba"]`)     |
| `hashtags`        | array   | `[]`    | Hashtags to explore (e.g. `["fyp", "viral"]`)                              |
| `maxVideos`       | integer | `30`    | Maximum videos to extract per profile or hashtag (1–200)                   |
| `includeComments` | boolean | `false` | *(Experimental)* fetch video comments — requires an authenticated session  |

At least one of `profileUrls` or `hashtags` must be provided.

---

### Output

Each run pushes items to the Apify dataset. Two main record types:

#### `type: "profile"`
One record per creator profile with overall stats:
````

username, displayName, bio, avatarUrl, verified,
followerCount, followingCount, heartCount, videosExtracted

```

#### `type: "video"` / `type: "hashtag_video"`
One record per video with engagement data:
```

videoId, videoUrl, description, likes, commentCount, shares, plays,
thumbnailUrl, mediaUrl, timestamp, hashtags\[], music,
oembed { ... }

````

---

### How it works

TikTok is a JavaScript-heavy single-page application. This actor
extracts data from the **server-rendered HTML** without a browser:

1. Fetches the page with a mobile User-Agent (`httpx.AsyncClient`).
2. Parses embedded JSON state from `<script>` tags:
   - **`SIGI_STATE`** — most comprehensive (user info + video items)
   - **`__NEXT_DATA__`** — Next.js page props
   - **`__INITIAL_STATE__`** — legacy state
3. Falls back to **Open Graph meta tags** (`og:title`, `og:description`,
   `og:image`) when no embedded JSON is found.
4. Enriches each video with **oEmbed API** data
   (`https://www.tiktok.com/oembed?url=...`).

---

### Limitations & known issues

| Limitation | Explanation |
|---|---|
| **Aggressive blocking** | TikTok actively blocks automated requests. If you see HTTP 403 / 429 responses, the actor retries up to 3 times with back-off, but some profiles may still fail. |
| **No login support** | The actor does **not** authenticate. Private accounts, rate-limited sessions, or data that requires a logged-in user will not be accessible. |
| **Dynamic video lists** | Profile video lists are loaded via XHR after the initial page render. The static HTML may only contain 1–2 "featured" videos, not the full profile history. |
| **Fragile JSON parsing** | TikTok changes its frontend frequently — the `SIGI_STATE` / `__NEXT_DATA__` format can break without notice. |
| **oEmbed rate limits** | TikTok's oEmbed endpoint may throttle at high request rates. The 3 s delay is a conservative baseline. |
| **Comments not implemented** | `includeComments: true` is a placeholder — fetching comments requires reverse-engineering an authenticated API path. |

**Recommendation**: For production use, consider combining this actor
with a session cookie (via Apify's `ProxyConfiguration` and a browser)
or using TikTok's official Research API.

---

### Local development

```bash
## Install dependencies
pip install -r requirements.txt

## Run locally with Apify CLI
apify run --purge
````

Requires Python 3.13+ and the [Apify CLI](https://docs.apify.com/cli).

***

### License

MIT

# Actor input Schema

## `profileUrls` (type: `array`):

List of TikTok profile URLs to scrape (e.g., https://www.tiktok.com/@nba)

## `hashtags` (type: `array`):

List of hashtags to explore (without # symbol). Visits tiktok.com/tag/<hashtag> pages.

## `maxVideos` (type: `integer`):

Maximum number of videos to extract per profile or hashtag

## `includeComments` (type: `boolean`):

Whether to fetch comments for each video (experimental — requires authenticated session)

## Actor input object example

```json
{
  "profileUrls": [
    "https://www.tiktok.com/@nba"
  ],
  "hashtags": [
    "fyp",
    "viral"
  ],
  "maxVideos": 30,
  "includeComments": false
}
```

# 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 = {
    "profileUrls": [
        "https://www.tiktok.com/@nba"
    ],
    "hashtags": [
        "fyp",
        "viral"
    ]
};

// Run the Actor and wait for it to finish
const run = await client.actor("second_coming/tiktok-content-analyzer").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 = {
    "profileUrls": ["https://www.tiktok.com/@nba"],
    "hashtags": [
        "fyp",
        "viral",
    ],
}

# Run the Actor and wait for it to finish
run = client.actor("second_coming/tiktok-content-analyzer").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 '{
  "profileUrls": [
    "https://www.tiktok.com/@nba"
  ],
  "hashtags": [
    "fyp",
    "viral"
  ]
}' |
apify call second_coming/tiktok-content-analyzer --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=second_coming/tiktok-content-analyzer",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "TikTok Content & Creator Analyzer",
        "description": "Extract video metadata, creator profiles, hashtag trends, engagement metrics, and comments from TikTok. Market research tool for brands and content agencies.",
        "version": "0.0",
        "x-build-id": "9Tf8fKQE5JW2gvVnb"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/second_coming~tiktok-content-analyzer/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-second_coming-tiktok-content-analyzer",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/second_coming~tiktok-content-analyzer/runs": {
            "post": {
                "operationId": "runs-sync-second_coming-tiktok-content-analyzer",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/second_coming~tiktok-content-analyzer/run-sync": {
            "post": {
                "operationId": "run-sync-second_coming-tiktok-content-analyzer",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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",
                "properties": {
                    "profileUrls": {
                        "title": "Profile URLs",
                        "type": "array",
                        "description": "List of TikTok profile URLs to scrape (e.g., https://www.tiktok.com/@nba)",
                        "items": {
                            "type": "string"
                        }
                    },
                    "hashtags": {
                        "title": "Hashtags",
                        "type": "array",
                        "description": "List of hashtags to explore (without # symbol). Visits tiktok.com/tag/<hashtag> pages.",
                        "items": {
                            "type": "string"
                        }
                    },
                    "maxVideos": {
                        "title": "Max Videos per Source",
                        "minimum": 1,
                        "maximum": 200,
                        "type": "integer",
                        "description": "Maximum number of videos to extract per profile or hashtag",
                        "default": 30
                    },
                    "includeComments": {
                        "title": "Include Comments",
                        "type": "boolean",
                        "description": "Whether to fetch comments for each video (experimental — requires authenticated session)",
                        "default": false
                    }
                }
            },
            "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```