Find Jobs

---
name: find-jobs
description: Search live job boards for roles that match the master resume, then score and rank them by ATS and HR fit. Use when the user wants to discover or find jobs, search openings by title or location, wants remote roles, or asks which live listings best match their background. Uses the discover_jobs MCP tool and never invents listings.
---

# Find Jobs — Discover & Score

Search live job boards for roles that match the user's resume, scored and ranked by fit.

## Input

The user provides a search query (job title, location, and/or a remote preference)
when invoking this skill; it may also be blank.

## Instructions

You are helping the user discover relevant job opportunities scored against their resume using the `discover_jobs` MCP tool. Follow this workflow precisely.

### Step 1: Read Master Resume

Read `config.json` to get `master_resume_path`. Extract the full resume text:
- `.docx` files: use the `extract_text` MCP tool
- `.pdf`, `.md`, `.txt` files: read directly

If `config.json` is missing or `master_resume_path` is not set, ask the user to paste their resume text directly.

### Step 2: Parse the Search Query

From the user's query, extract:
- **Job title**: the role to search for (e.g., "Senior Data Scientist", "Clinical Research Associate")
- **Location**: city, state, or country if mentioned (e.g., "New York", "Boston", "remote")
- **Remote preference**: if the user said "remote" or "remote only"

If the user provided no arguments at all, do NOT ask. Proceed with empty job_title — the AI will analyze the resume and suggest search terms automatically.

Examples of valid inputs:
- `Senior Data Scientist in New York`
- `Clinical Research Associate Boston`
- `Software Engineer remote`
- `Medical Director` (no location)
- _(blank)_ — AI analyzes resume and picks the best search

### Step 3: Call discover_jobs

Call the `discover_jobs` MCP tool with:
- `resume_text`: full resume text from Step 1
- `job_title`: extracted from Step 2 (empty string if none given)
- `location`: extracted from Step 2 (empty string if none)
- `remote_only`: true if user said remote only, false otherwise
- `max_results`: 10

### Step 4: Handle Errors

**If `setup_required` is true** (no API keys):
Show this message exactly:
```
Job discovery needs API keys to search live job boards.

Option 1 — Cloud (easiest, no setup):
  Sign up at https://getresumehq.com
  Then run the setup skill to link your account.

Option 2 — Local (free):
  Get free Adzuna keys at https://developer.adzuna.com/
  Add to your .env file:
    ADZUNA_APP_ID=your_app_id
    ADZUNA_APP_KEY=your_app_key
  Remotive (remote jobs only) works without any key.
```

**If `jobs` is empty**: Tell the user no results were found and suggest trying a broader job title or different location.

### Step 5: Display Results

If the response includes `ai_analysis`, show it first:
```
Analyzed your resume:
  Recent role:   [recent_title]
  Career level:  [career_level]
  Domain:        [domain]
  Searched for:  [search_queries_used joined with ", "]
```

Then display the ranked jobs table:

```
╔═══╦══════════════════════════════════╦══════════════════╦═════╦═════╦════════════════════╗
║ # ║ Job Title                        ║ Company          ║ ATS ║ HR  ║ Salary             ║
╠═══╬══════════════════════════════════╬══════════════════╬═════╬═════╬════════════════════╣
║ 1 ║ Senior Data Scientist            ║ Pfizer           ║ 82% ║ 74% ║ $120k–$150k        ║
║ 2 ║ Data Scientist II                ║ Goldman Sachs    ║ 79% ║ 71% ║ $110k–$140k        ║
╚═══╩══════════════════════════════════╩══════════════════╩═════╩═════╩════════════════════╝
```

For salary: show "$Xk–$Yk" if both min and max exist, "$Xk+" if only min, "Not listed" if neither.

For each job also show:
- Location
- Posted date (if available)
- Apply link: `[Apply →](url)`
- Top matched keywords (from `ats_detail.matched_keywords`, first 4)
- Missing keywords (from `ats_detail.missing_keywords`, first 3) — show as "gaps"

Format each job card like this:

```
#1  Senior Data Scientist — Pfizer  (New York, NY)
    ATS: 82%  |  HR: 74%  |  $120k–$150k  |  Posted: 2026-02-28
    ✅ Matched: Python, SQL, Machine Learning, Clinical Trials
    ⚠️  Gaps: Spark, Databricks, AWS
    [Apply →](https://...)
```

Show attribution line at the bottom: `Powered by Adzuna` or `Powered by Adzuna & Remotive`

### Step 6: Offer Next Steps

After showing results, offer:

```
What would you like to do next?

  A) Tailor my resume for job #1 → tailor-resume skill [paste JD]
  B) Generate a cover letter    → cover-letter skill [paste JD]
  C) Search again with different title or location
  D) Show full details for a specific job
```

If the user picks A or B, remind them to paste the full job description from the apply link since the search results only contain summaries.

### Notes

- Never make up job listings. Only show results returned by the tool.
- If a job has `scoring_tier: "none"` (no description available), show ATS/HR as "N/A".
- If HR score is 0 and there's an error in `hr_detail`, show HR as "N/A" rather than 0%.
- The `attribution` field must always be shown — it's a legal requirement of the Adzuna API terms.
- Do not show internal fields like `_light_score`, `source`, `id`, or `_combined` to the user.