Job Search Server

An MCP (Model Context Protocol) server that lets Claude search AI/ML jobs across Greenhouse, Lever, and Adzuna—plus resume tailoring and referral outreach.

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1. Clone the Repository

git clone https://github.com/YOUR_USERNAME/apply_jobs.git
cd apply_jobs

Replace YOUR_USERNAME with the actual GitHub username or organization.

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2. Install Dependencies

This project uses uv as the package manager.

# Install uv if you don't have it
pip install uv

# Install project dependencies
uv sync

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3. Get Adzuna API Credentials (Optional but Recommended)

Adzuna powers broader job search (Indeed, Monster, etc.). Free signup:

1. Go to https://developer.adzuna.com/
2. Sign up and create an app
3. Copy your App ID and API Key

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4. Connect to Claude Desktop

Add this MCP server to your Claude Desktop config.

Config file locations:

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

Add this block (merge with existing mcpServers if you already have other servers):

{
  "mcpServers": {
    "job-search-mcp": {
      "command": "uv",
      "args": ["run", "python", "-m", "mcp_server.server"],
      "cwd": "C:\\path\\to\\apply_jobs",
      "env": {
        "ADZUNA_APP_ID": "your_app_id_here",
        "ADZUNA_API_KEY": "your_api_key_here"
      }
    }
  }
}

Important: Replace C:\\path\\to\\apply_jobs with the actual path where you cloned the repo (e.g. C:\\Users\\YourName\\apply_jobs). Use double backslashes on Windows.

Restart Claude Desktop after saving the config.

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5. Use It in Claude

Once connected, you can ask Claude things like:

Job search

• "Search for AI Engineer jobs at Anthropic and Scale"
• "Find Machine Learning jobs in San Francisco"
• "Show me remote Data Scientist positions"
• "Get the full job description for this URL: [paste link]"

Resume tailoring

• "Analyze this job posting and tell me how to tailor my resume: [URL]"
• "What skills should I highlight for this AI Engineer role?"

Referrals

• "Help me find referrals at Anthropic for the AI Engineer position"
• "Generate an outreach message for someone at OpenAI"

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Available Tools

Tool	Description
search_greenhouse_jobs	Search Greenhouse boards (Anthropic, Scale, Perplexity, etc.)
search_lever_jobs	Search Lever boards (Cohere, Together, Runway, etc.)
search_adzuna_jobs	Search across Indeed, Monster, and more (needs API key)
get_job_details	Fetch full job description from any URL
tailor_resume_for_job	Get resume tailoring suggestions for a job
find_referrals	Generate referral outreach messages and strategies

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Troubleshooting

Issue	Fix
"Adzuna API credentials not configured"	Add ADZUNA_APP_ID and ADZUNA_API_KEY to the config, then restart Claude
Server not showing in Claude	Check cwd path is correct and points to your clone. Restart Claude fully (quit and reopen)
No results	Try broader keywords (e.g. "engineer" instead of "senior staff engineer")

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License

Proprietary - Personal use only