Featured

Deploy OpenClaw in 60 seconds — 20% off logoDeploy OpenClaw in 60 seconds — 20% off

Launch OpenClaw on Hostinger in about 60 seconds and keep your agent live 24/7. Our referral link gives you 20% off, no coupon code needed.

Launch on Hostinger
Run your Hermes agent on Hostinger, fully managed logoRun your Hermes agent on Hostinger, fully managed

Launch Hermes on Hostinger in one click, fully managed, no VPS knowledge needed. Use code ZACAARON10 for 10% off.

Launch on Hostinger
Crawl and scrape any site into clean data, 10% off logoCrawl and scrape any site into clean data, 10% off

Firecrawl crawls and scrapes any site into clean markdown for your agent. Get 1,000 free credits, and new users get 10% off their first purchase.

Try Firecrawl free
Your own AI agent, running 24/7 with QwikClaw logoYour own AI agent, running 24/7 with QwikClaw

QwikClaw sets up and runs an always-on OpenClaw agent for you. One click, no config files, no server setup.

Deploy now
One API to scrape, enrich, and extract the internet. logoOne API to scrape, enrich, and extract the internet.

Context.dev gives your agents a single API to scrape, enrich, and extract live web data — no proxies, no parsers, no maintenance.

Start building free
SetupClaw: done-for-you OpenClaw for founders & exec teams logoSetupClaw: done-for-you OpenClaw for founders & exec teams

White-glove OpenClaw for founders and exec teams (4–50+ employees): we install, harden, integrate your tools, and maintain it — secured from day one.

Get it set up for you
SEO data APIs for your agent, $1 free credit logoSEO data APIs for your agent, $1 free credit

DataForSEO gives your agent live access to SERP results, keyword data, backlinks, and on-page SEO data through one API. New accounts get a $1 credit, good for up to 20,000 keyword or backlink lookups.

Try DataForSEO free
Reach 47,000+ AI builders

A flat monthly placement in front of developers actively installing AI tools. No lock-in, cancel anytime.

Advertise here

Works with

Claude CodeClaude DesktopCursorVS CodeClineCodex CLIOpenClaw+ any MCP client

Install to Claude Code

This server doesn't publish a one-line install command. Follow the setup in the source repository.

Summary

Reddit integration to analyze content on WallStreetBets community

README.md

![MseeP.ai Security Assessment Badge](https://mseep.ai/app/ferdousbhai-wsb-analyst-mcp)

WSB Analyst MCP Server

![Trust Score](https://archestra.ai/mcp-catalog/ferdousbhai__wsb-analyst-mcp) ![smithery badge](https://smithery.ai/server/@ferdousbhai/wsb-analyst-mcp)

A Model Context Protocol (MCP) server that provides real-time WallStreetBets data for analysis with Claude or other LLM clients.

<a href="https://glama.ai/mcp/servers/@ferdousbhai/wsb-analyst-mcp"> <img width="380" height="200" src="https://glama.ai/mcp/servers/@ferdousbhai/wsb-analyst-mcp/badge" alt="WSB Analyst Server MCP server" /> </a>

Features

  • Fetch WallStreetBets Posts: Filter posts by score, comment count, and content type
  • Detailed Post Analysis: Extract comments, links, and metadata from posts
  • External Link Collection: Gather links being shared in WSB discussions
  • Analysis Templates: Ready-to-use prompt templates for market analysis
  • Progress Reporting: Real-time progress updates during data collection
  • MCP Integration: Seamless integration with Claude Desktop and other MCP clients

Requirements

  • Python 3.12 or higher
  • Reddit API credentials
  • Claude Desktop or another MCP client

Installation

Installing via Smithery

To install WSB Analyst for Claude Desktop automatically via Smithery:

npx -y @smithery/cli install @ferdousbhai/wsb-analyst-mcp --client claude

Clone this repository or download the source files:

git clone https://github.com/ferdousbhai/wsb-analyst-mcp
cd wsb-analyst-mcp

Create a virtual environment and install dependencies:

# Using uv (recommended)
uv sync

Setting Up Reddit API Credentials

To use this server, you need to create a Reddit application to get API credentials:

  1. Log in to your Reddit account
  2. Navigate to https://www.reddit.com/prefs/apps
  3. Scroll down and click "create another app..." or "create an app..."
  4. Fill in the following details:
  • name: WSB Analyst MCP (or any name you prefer)
  • app type: select "script"
  • description: Optional description of your application
  • about url: Can be left blank
  • redirect uri: Use http://localhost:8000 (any valid URL works as we don't use OAuth)
  1. Click "create app"
  2. After creation, note down:
  • client_id: The string under the app name (appears right under "personal use script")
  • client_secret: The string labeled "secret"

Configuration for Claude Desktop

Open Claude Desktop's configuration file:

  • macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
  • Windows: %APPDATA%\Claude\claude_desktop_config.json

Add the following configuration (adjust paths as needed):

{
  "mcpServers": {
    "wsb-analyst": {
      "command": "uvx",
      "args": [
        "run",
        "wsb-analyst"
      ],
      "env": {
        "REDDIT_CLIENT_ID": "your_client_id_here",
        "REDDIT_CLIENT_SECRET": "your_client_secret_here"
      }
    }
  }
}

Restart Claude Desktop

Using with Claude Desktop

Once configured, you can interact with the WSB Analyst server through Claude:

  1. Open Claude Desktop
  2. You should see a hammer icon in the bottom right corner of the message input box
  3. Click the hammer to see available tools
  4. Access prompt templates via slash commands (e.g., /analyze_wsb_market)

Example queries:

  • "What are the top trending stocks on WallStreetBets today?"
  • "Analyze recent WallStreetBets posts and tell me about potential market opportunities"
  • "What external resources are WSB users sharing about AMD stock?"

Available Tools

find_top_posts

Fetch and filter WSB posts based on criteria.

Parameters:

  • min_score (default: 100): Minimum score (upvotes) required
  • min_comments (default: 10): Minimum number of comments required
  • limit (default: 10): Maximum number of posts to return
  • excluded_flairs (default: ["Meme", "Shitpost", "Gain", "Loss"]): List of post flairs to exclude.

fetch_post_details

Fetch detailed information about a specific WSB post including top comments.

Parameters:

  • post_id: Reddit post ID

fetch_batch_post_details

Fetches details for multiple posts efficiently.

fetch_detailed_wsb_posts

Fetch and filter WSB posts, then get detailed information including top comments and links for each.

get_external_links

Collects all external links from top posts.

get_trending_tickers

Identifies and returns a list of stock tickers frequently mentioned or discussed in recent top WSB posts.

Prompt Templates

/analyze_wsb_market

Provides a template prompt to guide an LLM in performing a comprehensive market analysis using the available tools (fetch_detailed_wsb_posts, get_external_links). It instructs the LLM on the structure and focus of the analysis.

/find_market_movers

Creates a prompt focused on what's moving specific stocks or the overall market. This prompt guides the LLM to use tools like find_top_posts and fetch_post_details or fetch_batch_post_details.

Integrating with Firecrawl MCP Server

For enhanced analysis capabilities, especially when dealing with external links found in WSB posts, you can integrate this server with the Firecrawl MCP Server. This allows your LLM agent to not only identify links shared on WSB but also scrape and analyze the content of those linked pages.

License

MIT

See related servers & alternatives →

Related MCP servers

Browse all →

Related guides

Hand-picked reading to help you choose and use Other servers.