Job Search Copilot
Turn Claude Code into your job search co-pilot. Automate the grind so you can focus on relationships.
What it does
CMF scoring
Every job gets scored 0-100 on Candidate Market Fit. Role match, company tier, location, seniority, freshness. Jobs below your threshold get filtered out.
goHunt research
Company research when you approve a job. Reddit threads, forum posts, Glassdoor reviews, recent news. Actual context, not just the job description.
Value-first letters
Cover letters that lead with insight, not enthusiasm. Situation → 90-day plan → why you. Not the typical 'I'm excited to apply' template.
4-stage quality chain
Writing review, humanizer pass, HM grade, your approval. Nothing sends without your OK.
The Pipeline
AI does the prep work. You make the decisions.
Getting Started
Up and running in 10 minutes. Works with Claude Code, Cursor, Codex, and Windsurf.
Install the skill
Run the installer. It detects your AI coding tools and copies the skill files.
npx job-search-copilotRun the setup wizard
Configure your profile: target roles, industries, locations, salary range.
/job setupDefine your lane and story
Build your positioning statement and career narrative. Every cover letter and outreach message pulls from these.
Set company tiers
Add dream companies and stretch targets. CMF scoring uses these to prioritize your inbox.
Start searching
Scrape fresh listings, review your inbox, approve what looks good. You sign off on everything before it sends.
/job scrape --freshQuality Gates
The biggest risk with AI-assisted applications is they all sound the same. So I built quality gates that catch the patterns.
AI tell detection
The humanizer pass catches patterns that scream 'AI wrote this': em dashes, rule-of-three lists, filler phrases. Forces rewrites until it sounds like you wrote it.
HM perspective
Every cover letter gets graded from a hiring manager's view. The bar: 'Would this make me want to schedule a call?' Anything less than an A+ gets sent back.
Voice test
Would you say this at a coffee shop? If it sounds like a press release, rewrite it.
Commands
| /job scrape --fresh | Find jobs posted in last 5 hours |
| /job inbox | Review qualified listings |
| /job approve [company] | Trigger full pipeline |
| /job review | Review generated materials |
| /job send [company] | Assisted send with quality gates |
| /job status | Pipeline dashboard |
| /job connections | Map your network |
| /job follow-up | Overdue follow-ups |
Ready to try it?
Works with Claude Code, Cursor, Codex, and Windsurf. Setup takes 10 minutes.
MIT Licensed. Use it, modify it, share it.