Job Search & Matching
Automate job discovery with intelligent matching, visa sponsor verification, salary analysis, and company reputation scoring — across multiple platforms at once.Supported Platforms
United Kingdom
| Platform | Code |
|---|---|
| Indeed UK | indeed |
linkedin | |
| Adzuna | adzuna |
| Reed | reed |
| Totaljobs | totaljobs |
| CWJobs | cwjobs |
| CV-Library | cvlibrary |
France
| Platform | Code |
|---|---|
| Indeed France | indeed_fr |
| Welcome to the Jungle | welcometothejungle |
| APEC | apec |
| HelloWork | hellowork |
| LesJeudis | lesjeudis |
Workflow
The Job Search toolkit follows a five-step pipeline:1. Scrape
Search across multiple platforms simultaneously usingscrape_jobs. Each query returns job listings with titles, companies, salaries, locations, and descriptions.
2. Deduplicate
Jobs appearing on multiple platforms are automatically merged. Deduplication uses title, company, and location matching to eliminate duplicates.3. Score
Each job is scored against your candidate profile usingscore_jobs. The AI evaluates seven dimensions:
| Dimension | What It Measures |
|---|---|
match_score | Overall fit (0-100) |
role_match | Job title alignment with target roles |
skill_match | Skills overlap with your profile |
seniority_match | Experience level alignment |
salary_match | Salary vs. your expectations |
location_priority | Location preference match |
sponsor_match | Visa sponsorship likelihood |
4. Enrich
- Visa sponsorship: Verified against 140,000+ UKVI-registered employers using
get_ukvi_sponsors - Company reputation: Ratings and reviews from Glassdoor and Indeed using
get_reputation - Agency detection: Recruitment agencies identified and flagged using
get_agencies
5. Export
Results are exported to a ranked Excel spreadsheet with match scores, salary analysis, visa status, and company ratings.Tools Used
| Tool | Purpose | Credits |
|---|---|---|
scrape_jobs | Search job platforms | 2.0 |
score_jobs | AI scoring against profile | 3.0 / 50 jobs |
get_ukvi_sponsors | Visa sponsor verification | 0.125 |
get_reputation | Company ratings & reviews | 2.0 - 3.0 |
get_agencies | Agency detection | 0.125 |