QuantJobs

A terminal app for hunting quant roles and managing a tailored LaTeX CV — with a Claude MCP server so you can drive the whole thing in conversation.

It does four things:

1. Finds jobs — scrapes stable public job boards (Greenhouse/Lever) for London quant roles, or lets Claude web-search and ingest jobs for you via MCP.

2. Scores & curates — a fit score (0–100) per job, bucketed into Strong match / Stretch / Long shot, plus star ★ and archive. The scorer is deliberately optimistic about skills you're learning, so genuine stretch roles surface instead of being filtered.

3. Builds your CV — generates a LaTeX → PDF CV from a single source of truth (profile.yaml), either as your base CV or tailored to a specific job. Tailoring only reorders and selects your real experience — it never invents anything. If a job wants a skill you don't have, it adds a pending project (with an honest time estimate) and flags the skill to learn instead of fabricating a bullet.

4. Spots trends — aggregates skill demand across the jobs you're tracking and flags the in-demand skills you're missing (e.g. "C++ in 20% of roles — learn it").

Setup

Prereqs: uv and a LaTeX engine (latexmk/xelatex, e.g. MacTeX or BasicTeX — already on this machine).

uv sync
uv run quantjobs init     # create the DB + seed your CV profile
uv run quantjobs scrape   # pull London quant jobs from the configured firms
uv run quantjobs          # launch the TUI

Data (DB, your editable profile.yaml, generated CVs) lives in ./data/ by default. Override with QUANTJOBS_HOME=/some/path.

Related MCP server: JobSpy MCP Server

The TUI

uv run quantjobs opens the dashboard. Left = job list, right = detail (fit %, the skills you have vs miss, and the job description).

CV management

Your CV is defined entirely by data/profile.yaml (seeded from your current CV). Edit it to change anything. The LaTeX template is quantjobs/cv/template.tex — drop your own .tex into data/template.tex to override it.

uv run quantjobs cv --base                      # your standard CV
uv run quantjobs cv --job 42 --stretch aggressive --open

--stretch (conservative | balanced | aggressive) controls how hard the tailoring leans into reach roles: it reorders bullets/skills to surface what the job asks for, and in aggressive mode selects the strongest few bullets per role. It never adds experience you don't have — missing skills become pending projects + flags. Generated CVs land in data/output/. The template is a dense one-page modern-sans design (Helvetica Neue via xelatex).

Building a CV is best done as a conversation through the MCP (below): Claude drafts a tailored CV for a job, you refine the bullets/order/summary together, then render — see cv_draft_* tools.

Adding job sources

Edit quantjobs/scrapers/firms.yaml (or data/firms.yaml to override). A firm's Greenhouse/Lever token is the slug in its careers URL:

location_filter: London      # applied to every firm; set "" for all locations
firms:
  - {name: Jane Street, type: greenhouse, token: janestreet}
  - {name: DRW,         type: greenhouse, token: drweng}
  - {name: Some Fund,   type: lever,      token: somefund}

uv run quantjobs scrape --list                  # show configured sources
uv run quantjobs scrape --source "Jane Street"  # one firm
uv run quantjobs trends                          # skill demand + flags to learn
uv run quantjobs gap                             # missing skills + suggested projects

eFinancialCareers HTML scraping is included as a best-effort fallback (--source efc) but the robust paths are the JSON boards above and Claude-driven ingestion below.

Talk to it: the Claude MCP server

Register the server so Claude can search, analyse and act on your job DB in conversation:

claude mcp add quantjobs -- uv run --directory "$(pwd)" quantjobs-mcp

{
  "mcpServers": {
    "quantjobs": {
      "command": "uv",
      "args": ["run", "--directory", "/absolute/path/to/quantjobs", "quantjobs-mcp"]
    }
  }
}

Note: Claude Desktop may not inherit your shell PATH; if CV compilation fails, ensure /Library/TeX/texbin is on PATH for the server process.

Then just ask Claude things like:

• "Find London quant-developer roles and add them" → web search → add_jobs

• "What in-demand skills am I missing?" → analyze_trends + skills_gap_report

• "Which firms are hiring for C++?" → run_query (read-only SQL over the DB)

• "Star 42 and add a pending project to learn kdb+" → star_job + add_pending_project

• "I finished the order-book project — mark C++ as a skill I have" → add_or_update_skill

Build a CV conversationally (the recommended way):

"Build my CV for job 107" → cv_draft_create (Claude shows the proposed summary, the selected/reordered bullets, and the skills) → "tighten the second UBS bullet and lead with the ML one; drop the Excel bullet" → cv_draft_update (re-shows) → "render it" → cv_draft_render → PDF. Drafts persist between messages, so you can iterate. Claude only rephrases your real experience (same facts/metrics) — it never invents anything.

29 tools are exposed. run_query is restricted to a single read-only SELECT/WITH on a read-only connection, so Claude can freely explore patterns without being able to mutate data except through the explicit, audited tools.

Useful tables for run_query: jobs, job_skills(job_id, skill), skills_profile, pending_projects, skill_flags, cv_versions, saved_searches.

Development

uv run pytest            # test suite
uv run ruff check .      # lint

Layout: core data layer (db, repo, models, ingest, fit), cv/ (template + generator + compile), scrapers/, analysis/ (trends, skills gap), tui/, mcp_server/.