jobkit-mcp

MCP server for managing job application materials. Reads your resume from the workspace, fetches job postings and company info, compiles LaTeX resumes, and persists research, strategies, and interview prep per company. The host Claude does all reasoning — this server handles data access and persistence.

Quickstart

Requires Python 3.14+ and uv.

git clone <repo-url>
cd jobkit-mcp
uv sync

Add to ~/.claude/settings.json:

{
  "mcpServers": {
    "people": {
      "command": "uv",
      "args": ["run", "--directory", "/path/to/jobkit-mcp", "jobkit-mcp"],
      "env": {
        "JOBKIT_WORKSPACE": "/Users/you/Projects/resume"
      }
    }
  }
}

Related MCP server: resume-mcp

Tools

Workspace Layout

$JOBKIT_WORKSPACE/
├── resume.tex              # Base resume (used by get_profile)
├── coverletter.txt         # Base cover letter
├── META.md                 # Base strategy
├── stripe/
│   ├── resume.tex          # Tailored resume
│   ├── coverletter.txt     # Tailored cover letter
│   ├── META.md             # Application strategy
│   └── job_posting.md      # Saved job posting
└── anthropic/
    └── ...

Any file can be stored in a company directory — there is no whitelist. Build artifacts (.aux, .log, .out, .pdf, .gz, .fls, .fdb_latexmk) are skipped in listings.

Documentation

• Tutorial — Walk through a complete application workflow end-to-end

• How-To Guides — Focused recipes for specific tasks

• Reference — Complete tool parameters, return values, and internals

• Explanation — Architecture decisions and design rationale