h1b-mcp

h1b-mcp

An MCP server that enables users to query H1B visa sponsorship data, approval rates, and top roles using public Department of Labor records. It provides tools for looking up company-specific stats and filtering sponsors by job title, city, or state.

Category
Visit Server

README

h1b-mcp

An MCP server that lets Claude answer H1B visa sponsorship questions using free public DOL data.

Ask things like:

  • "Does Google sponsor H1Bs?"
  • "What's Amazon's H1B approval rate and top roles?"
  • "Which companies in Austin sponsor H1Bs for Data Engineers?"

Tools

Tool Description
lookup_company Quick sponsorship check + certified/denied/withdrawn counts
get_company_stats Approval rate, top 5 roles, avg annual wage, states
search_sponsors Filter companies by job title, state, and/or city

Setup

1. Clone and install

git clone https://github.com/<your-username>/h1b-mcp.git
cd h1b-mcp
python3 -m venv venv
source venv/bin/activate      # Windows: venv\Scripts\activate
pip install -r requirements.txt

2. Build the database (one-time, ~2-3 min)

python loader.py

This downloads the FY2024 Q2 DOL H1B LCA data (~50MB) and loads it into a local SQLite database.

3. Verify the database

python -c "import sqlite3; db = sqlite3.connect('h1b.db'); print(db.execute('SELECT COUNT(*) FROM lca_applications').fetchone())"

Should print a non-zero count (e.g., (600000,)).

4. Connect to Claude Desktop

Edit ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows):

{
  "mcpServers": {
    "h1b": {
      "command": "/absolute/path/to/h1b-mcp/venv/bin/python",
      "args": ["/absolute/path/to/h1b-mcp/server.py"]
    }
  }
}

Important: Use the absolute path to the venv Python, not bare python. To find it:

cd h1b-mcp && source venv/bin/activate && which python

5. Restart Claude Desktop and start asking

"Which companies in New York sponsor H1Bs for software engineers?"

Data Source

Public DOL LCA Disclosure Data (FY2024 Q2). Source: https://www.dol.gov/agencies/eta/foreign-labor/performance

No API keys required. Data is a quarterly snapshot — re-run loader.py to refresh.

Running Tests

source venv/bin/activate
pytest tests/ -v

Recommended Servers

playwright-mcp

playwright-mcp

A Model Context Protocol server that enables LLMs to interact with web pages through structured accessibility snapshots without requiring vision models or screenshots.

Official
Featured
TypeScript
Magic Component Platform (MCP)

Magic Component Platform (MCP)

An AI-powered tool that generates modern UI components from natural language descriptions, integrating with popular IDEs to streamline UI development workflow.

Official
Featured
Local
TypeScript
Audiense Insights MCP Server

Audiense Insights MCP Server

Enables interaction with Audiense Insights accounts via the Model Context Protocol, facilitating the extraction and analysis of marketing insights and audience data including demographics, behavior, and influencer engagement.

Official
Featured
Local
TypeScript
VeyraX MCP

VeyraX MCP

Single MCP tool to connect all your favorite tools: Gmail, Calendar and 40 more.

Official
Featured
Local
graphlit-mcp-server

graphlit-mcp-server

The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.

Official
Featured
TypeScript
Kagi MCP Server

Kagi MCP Server

An MCP server that integrates Kagi search capabilities with Claude AI, enabling Claude to perform real-time web searches when answering questions that require up-to-date information.

Official
Featured
Python
E2B

E2B

Using MCP to run code via e2b.

Official
Featured
Neon Database

Neon Database

MCP server for interacting with Neon Management API and databases

Official
Featured
Exa Search

Exa Search

A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.

Official
Featured
Qdrant Server

Qdrant Server

This repository is an example of how to create a MCP server for Qdrant, a vector search engine.

Official
Featured