# Stock Sentiment Intelligence (`benthepythondev/stock-sentiment-intelligence`) Actor

Extract real-time stock and crypto sentiment from Reddit communities including WallStreetBets, r/stocks, r/investing. Get mentions, upvotes, momentum signals, and sentiment analysis (BULLISH/BEARISH/NEUTRAL). Track trending tickers before they move.

- **URL**: https://apify.com/benthepythondev/stock-sentiment-intelligence.md
- **Developed by:** [ben](https://apify.com/benthepythondev) (community)
- **Categories:** Social media, AI, Other
- **Stats:** 3 total users, 2 monthly users, 66.7% runs succeeded, NaN bookmarks
- **User rating**: No ratings yet

## Pricing

$1.00 / 1,000 results

This Actor is paid per result. You are not charged for the Apify platform usage, but only a fixed price for dataset items the Actor outputs.

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

## 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

## Stock Sentiment Intelligence

Extract real-time stock and cryptocurrency sentiment from Reddit's most active trading communities.

### What data can you get?

- **Trending Stocks**: Top mentioned stocks across Reddit trading communities
- **Sentiment Signals**: STRONG_BULLISH, BULLISH, NEUTRAL, BEARISH, STRONG_BEARISH
- **Momentum Metrics**: 24h mention changes, rank changes, engagement ratios
- **Multi-Source Analysis**: Compare sentiment across different subreddits

### Supported Reddit Communities

- r/wallstreetbets (WSB)
- r/stocks
- r/investing
- r/CryptoCurrency
- r/pennystocks
- r/options
- r/Daytrading
- r/Robinhood
- r/StockMarket

### Output Data

Each result includes:
- `ticker` - Stock/crypto symbol
- `name` - Company/asset name
- `rank` - Current popularity rank
- `mentions_24h` - Number of mentions in last 24 hours
- `upvotes_24h` - Total upvotes on posts mentioning this ticker
- `mention_change_pct` - Percentage change vs 24h ago
- `rank_change` - Rank movement (positive = rising)
- `engagement_ratio` - Upvotes per mention
- `sentiment_signal` - Overall sentiment classification
- `source` - Which subreddit/filter

### Use Cases

- **Trading Signals**: Monitor retail investor sentiment
- **Market Research**: Track trending stocks before they move
- **Risk Management**: Identify meme stock momentum
- **Financial Analysis**: Correlate social sentiment with price action
- **News Detection**: Early warning for viral stock discussions

### Example Output

```json
{
  "ticker": "NVDA",
  "name": "NVIDIA",
  "rank": 1,
  "mentions_24h": 389,
  "upvotes_24h": 1303,
  "mention_change_pct": -8.47,
  "rank_change": 0,
  "engagement_ratio": 3.35,
  "sentiment_signal": "NEUTRAL",
  "source": "all-stocks"
}
````

### Pricing

$0.001 per stock sentiment record (PAY\_PER\_RESULT)

# Actor input Schema

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

How to collect sentiment data

## `filterType` (type: `string`):

Which Reddit community or aggregation to use (for trending mode)

## `tickers` (type: `array`):

List of stock/crypto tickers to look up (for specific\_tickers mode). Example: NVDA, TSLA, BTC

## `sources` (type: `array`):

Which subreddits to compare (for multi\_source mode)

## `maxResults` (type: `integer`):

Maximum number of stocks to return

## `includeCrypto` (type: `boolean`):

Also fetch top crypto sentiment when using all-stocks filter

## Actor input object example

```json
{
  "mode": "trending",
  "filterType": "all-stocks",
  "sources": [
    "wallstreetbets",
    "stocks",
    "investing"
  ],
  "maxResults": 50,
  "includeCrypto": false
}
```

# 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 = {};

// Run the Actor and wait for it to finish
const run = await client.actor("benthepythondev/stock-sentiment-intelligence").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 = {}

# Run the Actor and wait for it to finish
run = client.actor("benthepythondev/stock-sentiment-intelligence").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 '{}' |
apify call benthepythondev/stock-sentiment-intelligence --silent --output-dataset

```

## MCP server setup

```json
{
    "mcpServers": {
        "apify": {
            "command": "npx",
            "args": [
                "mcp-remote",
                "https://mcp.apify.com/?tools=benthepythondev/stock-sentiment-intelligence",
                "--header",
                "Authorization: Bearer <YOUR_API_TOKEN>"
            ]
        }
    }
}

```

## OpenAPI specification

```json
{
    "openapi": "3.0.1",
    "info": {
        "title": "Stock Sentiment Intelligence",
        "description": "Extract real-time stock and crypto sentiment from Reddit communities including WallStreetBets, r/stocks, r/investing. Get mentions, upvotes, momentum signals, and sentiment analysis (BULLISH/BEARISH/NEUTRAL). Track trending tickers before they move.",
        "version": "1.0",
        "x-build-id": "S4iU9jyQXy6cVRPLV"
    },
    "servers": [
        {
            "url": "https://api.apify.com/v2"
        }
    ],
    "paths": {
        "/acts/benthepythondev~stock-sentiment-intelligence/run-sync-get-dataset-items": {
            "post": {
                "operationId": "run-sync-get-dataset-items-benthepythondev-stock-sentiment-intelligence",
                "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": {
                                "$ref": "#/components/schemas/inputSchema"
                            }
                        }
                    }
                },
                "parameters": [
                    {
                        "name": "token",
                        "in": "query",
                        "required": true,
                        "schema": {
                            "type": "string"
                        },
                        "description": "Enter your Apify token here"
                    }
                ],
                "responses": {
                    "200": {
                        "description": "OK"
                    }
                }
            }
        },
        "/acts/benthepythondev~stock-sentiment-intelligence/runs": {
            "post": {
                "operationId": "runs-sync-benthepythondev-stock-sentiment-intelligence",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor and returns information about the initiated run in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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": {
                                    "$ref": "#/components/schemas/runsResponseSchema"
                                }
                            }
                        }
                    }
                }
            }
        },
        "/acts/benthepythondev~stock-sentiment-intelligence/run-sync": {
            "post": {
                "operationId": "run-sync-benthepythondev-stock-sentiment-intelligence",
                "x-openai-isConsequential": false,
                "summary": "Executes an Actor, waits for completion, and returns the OUTPUT from Key-value store in response.",
                "tags": [
                    "Run Actor"
                ],
                "requestBody": {
                    "required": true,
                    "content": {
                        "application/json": {
                            "schema": {
                                "$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"
                ],
                "properties": {
                    "mode": {
                        "title": "Scraping Mode",
                        "enum": [
                            "trending",
                            "specific_tickers",
                            "multi_source"
                        ],
                        "type": "string",
                        "description": "How to collect sentiment data",
                        "default": "trending"
                    },
                    "filterType": {
                        "title": "Data Source",
                        "enum": [
                            "all-stocks",
                            "all-crypto",
                            "wallstreetbets",
                            "stocks",
                            "investing",
                            "cryptocurrency",
                            "pennystocks",
                            "options",
                            "daytrading",
                            "robinhood",
                            "stockmarket"
                        ],
                        "type": "string",
                        "description": "Which Reddit community or aggregation to use (for trending mode)",
                        "default": "all-stocks"
                    },
                    "tickers": {
                        "title": "Specific Tickers",
                        "type": "array",
                        "description": "List of stock/crypto tickers to look up (for specific_tickers mode). Example: NVDA, TSLA, BTC",
                        "items": {
                            "type": "string"
                        }
                    },
                    "sources": {
                        "title": "Reddit Sources",
                        "type": "array",
                        "description": "Which subreddits to compare (for multi_source mode)",
                        "items": {
                            "type": "string"
                        },
                        "default": [
                            "wallstreetbets",
                            "stocks",
                            "investing"
                        ]
                    },
                    "maxResults": {
                        "title": "Max Results",
                        "minimum": 1,
                        "maximum": 500,
                        "type": "integer",
                        "description": "Maximum number of stocks to return",
                        "default": 50
                    },
                    "includeCrypto": {
                        "title": "Include Crypto",
                        "type": "boolean",
                        "description": "Also fetch top crypto sentiment when using all-stocks filter",
                        "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
                                    }
                                }
                            }
                        }
                    }
                }
            }
        }
    }
}
```
