Adds a full MkDocs documentation site under docs/ with Material theme. Getting Started: installation walkthrough, 7-step first-run wizard guide, Docker Compose profile reference with GPU memory guidance and preflight.py description. User Guide: job discovery (search profiles, custom boards, enrichment), job review (sorting, match scores, batch actions), apply workspace (cover letter gen, PDF export, mark applied), interviews (kanban stages, company research auto-trigger, survey assistant), email sync (IMAP, Gmail App Password, classification labels, stage auto-updates), integrations (all 13 drivers with tier requirements), settings (every tab documented). Developer Guide: contributing (dev env setup, code style, branch naming, PR checklist), architecture (ASCII layer diagram, design decisions), adding scrapers (full scrape() interface, registration, search profile config, test patterns), adding integrations (IntegrationBase full interface, auto- discovery, tier gating, test patterns), testing (patterns, fixtures, what not to test). Reference: tier system (full FEATURES table, can_use/tier_label API, dev override, adding gates), LLM router (backend types, complete() signature, fallback chains, vision routing, __auto__ resolution, adding backends), config files (every file with field-level docs and gitignore status). Also adds CONTRIBUTING.md at repo root pointing to the docs site.
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Job Review
The Job Review page is where you approve or reject newly discovered jobs before they enter the application pipeline.
The Pending Queue
All jobs with status pending appear in the review queue. Jobs with email leads (matching email threads already in the job_contacts table) are sorted to the top of the queue automatically.
Sorting Options
Use the sort control at the top of the page to order the queue:
| Sort option | Description |
|---|---|
| Match score (high to low) | Jobs with the strongest keyword match appear first |
| Match score (low to high) | Useful for finding niche roles that scored low but are still interesting |
| Date found (newest) | Most recently discovered jobs first |
| Date found (oldest) | Oldest jobs first (useful for clearing a backlog) |
| Company (A-Z) | Alphabetical by company name |
Match Score and Keyword Gaps
Each job card shows:
- Match score (0–100) — percentage of your resume keywords found in the job description
- Keyword gaps — specific keywords from your profile that the job description is missing
A high match score does not guarantee a good fit; use it as a signal to prioritise your review, not as a final filter.
Reviewing Jobs
For each job in the queue you can:
- Approve — moves the job to
approvedstatus, making it available in the Apply Workspace - Reject — moves the job to
rejectedstatus and removes it from the queue - Skip — leaves the job in
pendingfor a later review session
Batch actions
Use the checkboxes to select multiple jobs at once, then click Approve selected or Reject selected to process them in bulk.
Job Detail View
Click a job title to expand the full detail view, which shows:
- Full job description
- Company name and location
- Source board and original URL
- Salary (if available)
- Remote/on-site status
- Match score and keyword gaps
- Any email threads already linked to this job
After Approval
Approved jobs appear in the Apply Workspace (page 4). From there you can generate a cover letter, export a PDF, and mark the job as applied.
If you decide not to apply after approving, you can reject the listing from within the Apply Workspace without losing your cover letter draft.