AI Job Search is a Claude Code-based framework that runs on a user's machine to organize an AI-assisted job application process. It evaluates job postings, adapts CVs, writes cover letters, and helps prepare for interviews. The catalogue entries define commands, skills, instructions, an agent, and a setting for this workflow.
Borrowing it
Nothing to install: this file belongs to MadsLorentzen/ai-job-search. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/MadsLorentzen/ai-job-search/master/.claude/skills/job-scraper/SKILL.mdgit clone --depth 1 https://github.com/MadsLorentzen/ai-job-searchWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/madslorentzen/ai-job-search/job-scraper)<a href="https://agentmods.dev/skills/madslorentzen/ai-job-search/job-scraper"><img src="https://agentmods.dev/badge/skills/madslorentzen/ai-job-search/job-scraper/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/madslorentzen/ai-job-search/job-scraper"><img src="https://agentmods.dev/badge/skills/madslorentzen/ai-job-search/job-scraper.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00067 | $0.05331 |
| Opus 5.5 | $0.00027 | $0.02132 |
| Sonnet 5.5 | $0.00013 | $0.01066 |
| Haiku 4.5 | $0.00007 | $0.00533 |
Grade A, and why
scrape scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
fields manually. If it returns HTTP 403, retry with browser headers via curl per How it starts
The opening of the file, as written. The whole thing — 295 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Job Scraper
How It Works
This skill searches job portals using the installed portal-search CLIs in
.agents/skills/ (plus WebSearch as a fallback), using queries from your profile.
It deduplicates against previously seen jobs and the application tracker, and
presents new matches with a quick fit assessment.
Invocation
The user triggers this skill by saying things like:
- "Find new jobs"
- "Scrape for jobs"
- "Any new positions?"
- "/scrape"
Optional arguments:
- A focus area, e.g. "/scrape data science" or "/scrape geophysics"
- "broad" to run all search categories, e.g. "/scrape broad"
- "health" to run the portal health check only (Step 4.75), without searching, deduplicating, or presenting jobs - e.g. "/scrape health", or "/scrape health jobnet" to probe one portal even if disabled
Execution Steps
Step 0: Load State
- Read
job_scraper/seen_jobs.json(create if missing - start with{"seen": {}}) - Read
job_search_tracker.csvto extract already-applied companies+roles - Read
search-queries.md(this directory) for the search strategy
Step 1: Search
Read search-queries.md (this directory) for the search strategy. By default, run the top 3 priority query categories. If the user said "broad", run all categories. If the user specified a focus area (e.g. "data science"), prioritize queries from that category.
Use the installed CLI tools as the primary search mechanism. Fall back to WebSearch only for portals that do not have a CLI skill, or if bun is unavailable on the system.
1a. Check bun availability
bun --version
If this fails (bun not installed), skip to 1c (WebSearch fallback) for all portals and note the fallback in the Step 5 output.
1b. Run CLI tools (primary — run these in parallel where possible)
Discover all installed portal CLI skills by reading every SKILL.md found under .agents/skills/*/SKILL.md. Each file documents that portal's exact CLI flags and usage examples. Use each portal's own documented interface — do not guess flags. This approach automatically includes any new portals added via /add-portal without requiring changes to this file.
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago Changed · +12 lines b4cdb905ad4f
- 1mo ago Changed · +3 lines 3ca7279e8b19
- 1mo ago First seen · 280 lines · 67 tokens per session scan A cd9cb76d5ea3
scrape is a skill published in the GitHub repository MadsLorentzen/ai-job-search (47,502 stars, last pushed today), licensed MIT. It adds 67 tokens to every session and 5,331 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other skills, from other repositories
resume-tailor
Use when tailoring a resume or CV to a job, creating a general resume variant, editing resume sections, reviewing ATS readability or job fit, or preparing an application cover letter.
onboarding
Use when creating or updating a candidate master profile from resumes, career notes or supplied facts, organizing career-source provenance, or resolving profile identity, conflicts and disclosure preferences.
ai-job-search
An open-source job-application framework built for Claude Code that uses a personal profile to assess job matches, tailor CVs, write cover letters, and prepare interview responses. A CV is a document describing your work history and skills.
Academic CV Builder
Format CVs for academic positions with publications, grants, and teaching.
vitaecontext-wiki-maintenance
Maintainer-only skill for refreshing VitaeContext wiki knowledge from official sources. Use only from a local repository clone when a maintainer asks to refresh one module, audit all module wiki entries, or audit module source lists.
vitaecontext-vitaegraph
Build, deepen, validate, index, and maintain a private hierarchical career knowledge graph from supplied career materials. Use when the user asks to create or update a VitaeGraph, model education with nested courses or thesis work, enrich projects from Git repositories, or supply deep selected career context to…