CV & Job Application MCP Server

A local MCP server that lets Claude search jobs, pull job descriptions, and help you tailor your CV — with you always doing the final "submit" click.

100% free to run. No paid API keys required. No hosting cost (runs on your own machine). No separate LLM billing (Claude does the reasoning; this server only fetches/stores data).

What it does

• Parses your CV (PDF/DOCX/TXT/MD) into text Claude can read.

• Searches free job APIs: Remotive and Arbeitnow (no signup needed), plus Adzuna (free tier, optional signup) and any company's Greenhouse/Lever job board.

• Stores jobs, tailored CVs, and application status locally as JSON files in ./data/.

• Assembles a ready-to-review application package with the real apply link — it never submits anything for you.

Related MCP server: Job Search MCP Server

1. Install

cd cv-job-mcp
python3 -m venv venv
source venv/bin/activate       # Windows: venv\Scripts\activate
pip install -r requirements.txt

2. (Optional) Set up Adzuna

Remotive and Arbeitnow work immediately with zero configuration. If you also want Adzuna:

1. Sign up free at https://developer.adzuna.com/ (free tier: 250 calls/month).

2. Copy .env.example to .env and fill in ADZUNA_APP_ID and ADZUNA_APP_KEY.

3. Set ADZUNA_COUNTRY to your target country code (gb, us, in, etc).

If you skip this, search_jobs still works fine — it just quietly skips Adzuna.

3. Connect it to Claude Desktop

Open (or create) your Claude Desktop MCP config file:

• macOS: ~/Library/Application Support/Claude/claude_desktop_config.json

• Windows: %APPDATA%\Claude\claude_desktop_config.json

Add this server:

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

Restart Claude Desktop. You should see the tools appear when you start a new chat.

4. Typical usage in Claude

"Upload my CV from ~/Documents/resume.pdf"
"Search for backend engineer jobs, remote"
"Analyze job [job_id] against my CV and give me a fit score"
"Tailor my CV for job [job_id] and write a cover letter"
"Prepare the application package for job [job_id]"

Claude will do the parsing/analysis/tailoring reasoning itself (using the tools for data), then call save_tailored_application and prepare_application to package everything. You get a package with the direct apply URL — you open it and click submit yourself.

Available tools

Notes on cost & compliance

• No paid services used. Adzuna's free tier (250 calls/month) is the only optional signup, and everything works without it.

• LinkedIn is intentionally excluded — LinkedIn's job data API requires a paid partner agreement (~$900+/month), and scraping violates its Terms of Service. If you find a LinkedIn job manually, you can still ask Claude to analyze/tailor for it — just paste the job description in chat.

• Nothing auto-submits. prepare_application only assembles a package and returns the real apply URL. You always do the final click.

Automatic overnight search (no Claude, no LLM cost)

daily_job_check.py is a standalone script — it doesn't use Claude or any MCP tooling. It just calls the same free job-source modules directly, saves results to the shared ./data/ storage (so Claude can look them up later in chat), and logs anything new since the last run to ./logs/.

1. Configure your search terms

In your .env file, set:

SEARCH_QUERIES=backend developer,python engineer
SEARCH_LOCATION=
SEARCH_LIMIT_PER_SOURCE=15

SEARCH_QUERIES is comma-separated — add as many terms as you want checked each run.

2. Test it manually first

cd /path/to/cv-job-mcp
./venv/bin/python daily_job_check.py

You should see a summary printed, and a new file appear under ./logs/ (e.g. logs/2026-08-08.log). Run it a second time immediately — it should report 0 new jobs, since it remembers what it's already seen (data/seen_job_ids.json).

3. Schedule it with cron

Open your crontab:

crontab -e

Add a line to run it every night at 2 AM (adjust the path and time as needed):

0 2 * * * /home/jahid/Downloads/cv-job-mcp/venv/bin/python /home/jahid/Downloads/cv-job-mcp/daily_job_check.py >> /home/jahid/Downloads/cv-job-mcp/logs/cron.log 2>&1

Save and exit. Cron will now run the search every night, log new postings to ./logs/, and (if your desktop is on and notify-send is available) pop up a desktop notification when new jobs are found.

4. Review results the next day

Either:

• Open the day's log file directly: cat logs/2026-08-08.log, or

• Open Claude Desktop and ask: "List all jobs saved so far" or "Show me the newest saved jobs and check them against my CV" — since the script saves everything to the same storage the MCP server reads from, Claude can pick up right where the overnight run left off.

This path costs nothing extra — no LLM calls happen until you actually open a chat and ask Claude to look at the results.

Extending it

• Add more free sources (e.g. RemoteOK, USAJobs, other companies' Greenhouse/Lever boards) by adding a new file under job_sources/ following the same pattern as remotive.py.

• A2A (agent-to-agent) support was intentionally left out of this version per the SRS — add it later only if you split this into multiple independent agents.