apply
Apply Skill
Priority hierarchy: See
shared/references/priority-hierarchy.mdfor conflict resolution.
Fill out job application forms on Greenhouse, Lever, and Workday using browser automation.
Quick Start
/proficiently:apply- Start the flow (will ask for a job URL or use the most recent job)/proficiently:apply https://...- Apply to a specific job posting/proficiently:apply last- Apply using the most recent job folder/proficiently:apply current- Fill the application form already open in the active browser tab
File Structure
scripts/
fill-page.md # Form-filling subagent prompt
Data Directory
Resolve the data directory using shared/references/data-directory.md.
Workflow
Step 0: Check Prerequisites
Resolve the data directory, then check prerequisites per shared/references/prerequisites.md. Resume file is required. Load DATA_DIR/application-data.md if it exists (created in Step 2 if not).
Step 1: Determine Target Job
Parse $ARGUMENTS:
If a URL:
- Check if a matching job folder exists in
DATA_DIR/jobs/(match by company slug in folder name or by URL). If found, loadposting.md,resume.md,cover-letter.mdfrom that folder. - If no match, set up browser per
shared/references/browser-setup.md, fetch the posting, save it to a new folder atDATA_DIR/jobs/[company-slug]-[date]/posting.md.
If "last" or empty:
- Find the most recently modified job folder in
DATA_DIR/jobs/ - Load its
posting.md,resume.md,cover-letter.md - Confirm with the user which job this is for
If "current":
- Skip navigation — will use the current browser tab as-is
- Match the tab's URL against saved job folders to load context if possible
Report what's loaded:
Applying to [Role] at [Company].
Step 2: Build/Load Application Data
If DATA_DIR/application-data.md exists, read it and load the values.
If it does NOT exist:
- Extract what you can from the resume: name, email, phone, LinkedIn, location
- Present extracted data to the user. Ask them to confirm and fill in gaps: work authorization, visa sponsorship, EEO preferences (default all EEO to "Decline to self-identify")
- Save to
DATA_DIR/application-data.mdusing this format:
# Application Data
## Personal Information
- First Name: ...
- Last Name: ...
- Email: ...
- Phone: ...
- City: ...
- Country: United States
## Online Profiles
- LinkedIn: ...
- GitHub: ...
- Portfolio: ...
## Standard Answers
- How did you hear about us: Job Board
- Previously worked at this company: No
- Authorized to work in the US: Yes
- Requires visa sponsorship: No
## EEO / Voluntary Disclosures
- Gender: Decline to self-identify
- Race/Ethnicity: Decline to self-identify
- Veteran status: I am not a veteran
- Disability: I don't wish to answer
Step 3: Navigate to Application Form and Scout Requirements
Set up browser per shared/references/browser-setup.md (tabs_context → tabs_create → navigate).
If $ARGUMENTS is "current": Skip navigation. Call tabs_context_mcp to get the active tab.
Otherwise, detect ATS type from URL patterns (see shared/references/ats-patterns.md) and navigate accordingly:
Lever (jobs.lever.co/...):
- Navigate to the posting URL with
/applyappended, or navigate to the posting and click "APPLY FOR THIS JOB"
Greenhouse (boards.greenhouse.io/... or page with grnhse_iframe):
- Navigate to the posting URL
- Extract iframe tokens via
javascript_tool:const iframe = document.getElementById('grnhse_iframe'); const url = new URL(iframe.src); JSON.stringify({ boardToken: url.searchParams.get('for'), jobToken: url.searchParams.get('token') }); - Navigate to direct form URL:
https://job-boards.greenhouse.io/embed/job_app?for={boardToken}&token={jobToken}
Workday (*.myworkdayjobs.com/...):
- Navigate to the posting. Click "Apply Now".
- If a landing page appears with Autofill/Manual options, click "Apply Manually".
- If an auth gate appears, tell the user to sign in, then say "continue" when ready. Account creation is a prohibited action — the user must handle authentication themselves.
Unknown ATS:
- Navigate to the URL, take a screenshot
- Attempt to identify the form. If unrecognizable, tell the user and ask for guidance.
Scout the form. Once on the application form, do a quick scan (read_page(filter="interactive") or scroll through for Workday) to determine:
- Does the form have a resume/CV upload field?
- Does the form have a cover letter upload or text field?
- Are there any unusual required fields that need special attention?
Record these requirements — they determine what materials to generate in Step 4.
Step 4: Generate Missing Materials
The goal is to have everything ready before filling, so the user does minimal work.
Always tailor the resume. Check if DATA_DIR/jobs/[job-folder]/resume.md exists for this job:
- If YES: the resume is already tailored for this role. Skip.
- If NO: Run the tailor-resume skill inline. Follow the workflow in
skills/tailor-resume/SKILL.md— use the job posting (already loaded), the original resume, and the work history profile to generate a tailored resume. Save to the job folder. Present it to the user for quick review before continuing.
Generate a cover letter only if the form requires one. If the scout in Step 3 found a cover letter field:
- Check if
DATA_DIR/jobs/[job-folder]/cover-letter.mdexists - If YES: already done. Skip.
- If NO: Run the cover-letter skill inline. Follow the workflow in
skills/cover-letter/SKILL.md— use the posting, tailored resume, and profile. Save to the job folder. Present it for quick review.
If the form doesn't have a cover letter field, skip cover letter generation entirely.
Tell the user what was generated:
Prepared for [Role] at [Company]:
- Tailored resume: [generated / already existed]
- Cover letter: [generated / already existed / not required by form]
Ready to fill the application. Proceeding...
Step 5: Scan All Fields
Before filling anything, scan the entire form to discover every field. Do NOT fill fields during this step — read only.
For Lever/Greenhouse (single-page forms):
- Call
read_page(tabId, filter="interactive")to get all fields at once
For Workday (multi-step wizard):
- Scan the current page by scrolling top-to-bottom, calling
read_pageat each viewport position - Collect all field labels, types, and whether they're required
- Note: you'll scan each wizard page as you reach it (see Step 7)
For each field found, record:
- Field label
- Field type (text, dropdown, radio, checkbox, file upload)
- Whether it's required
- The element ref for later filling
Step 6: Propose Answers and Get Approval
Generate a proposed answer for every field using this priority:
- Application data — match from
application-data.mdper the Field Matching Reference below - Reasonable defaults — for common fields not in application data:
- Legal First/Last Name → same as First/Last Name
- Electronic signature → full name
- Arbitration/terms agreements → Accept (note to user)
- Interview process acknowledgments → Accept
- AI transcription consent → Accept
- Contract/temp work questions → "No" (unless application data says otherwise)
- Custom Answers — check the "Custom Answers" section of
application-data.mdfor previously cached answers - Best guess — for any remaining fields, generate a reasonable answer based on the field label and job context
- Cannot determine — only if truly ambiguous and no reasonable default exists
Present ONE consolidated summary to the user:
Here's my plan for the [Company] application:
**Auto-fill from your data:**
- First Name: Jane
- Last Name: Doe
- Email: jane@example.com
- Phone: 555-0123
- LinkedIn: https://linkedin.com/in/janedoe
...
**Proposed answers (please review):**
- Legal First Name: Jane (same as first name)
- Electronic signature: Jane Doe
- Arbitration agreement: Accept
- Contract work: No
- [Any other non-obvious fields]: [proposed answer]
**Needs your input:**
- [Only truly ambiguous fields, if any]
**Manual upload needed:**
- Resume: [file path]
- Cover letter: [file path] (if applicable)
Approve and I'll fill everything in. Or tell me what to change.
Key principle: Ask once, fill once. Do not interrupt with per-field questions. The only user interaction should be this single approval (plus the final submit confirmation in Step 8).
After the user approves (with any edits), cache any new answers in DATA_DIR/application-data.md under a "Custom Answers" section so they're reused on future applications.
Step 7: Fill Form
After approval, fill everything in one pass.
Delegate to the subagent. Invoke scripts/fill-page.md with:
- ATS type (lever/greenhouse/workday/unknown)
- The approved field→value mapping (all answers, not just application data)
- Tab ID
- File paths for resume and cover letter uploads
The subagent fills all fields on the current page, then returns what was filled and what remains.
For multi-page forms (Workday):
- Fill current page → click "Save and Continue"
- If validation errors: read the errors, fix the fields, retry
- On the new page: scan fields (Step 5 logic), match against the approved answers, fill, advance
- Repeat until reaching the review page
File upload handling:
MCP tools can only upload images via upload_image. For PDF/DOCX resume and cover letter uploads, tell the user the file path and ask them to upload manually. This is a known limitation — include the path in the Step 6 summary so the user can upload while reviewing.
Step 8: Review Before Submit
When a review/confirmation page is reached or all fields on a single-page form are filled:
- Take a screenshot
- Confirm everything looks correct
- Ask the user for explicit confirmation before submitting — this is a required explicit-permission action per browser automation rules
Do NOT click Submit/Send until the user confirms.
Step 9: Log the Application
After submission (or if the user decides not to submit):
Create DATA_DIR/jobs/[company-slug]-[date]/applied.md:
# Application Log
- **Date**: YYYY-MM-DD
- **ATS**: Greenhouse/Lever/Workday
- **Status**: Submitted / Draft (not submitted)
- **Notes**: [any relevant notes]
Update DATA_DIR/job-history.md — find the entry for this job and append the application status and date.
Present to user:
Applied to [Role] at [Company] on [date].
Files saved to: DATA_DIR/jobs/[folder]/
Next: /proficiently:apply [next-job-url] (apply to another job)
/proficiently:job-search (find more jobs)
Built by Proficiently. Want someone to handle applications and connect
you with hiring managers? Visit proficiently.com
Field Matching Reference
Match form field labels (case-insensitive, fuzzy) to application data:
| Label pattern | Data source | Input method |
|---|---|---|
first name |
Personal.FirstName | form_input / type |
last name |
Personal.LastName | form_input / type |
full name |
Personal.FirstName + LastName | form_input / type |
email |
Personal.Email | form_input / type |
phone |
Personal.Phone | form_input / type |
city, location, current location |
Personal.City | form_input / type / combobox |
country |
Personal.Country | dropdown selection |
linkedin |
Profiles.LinkedIn | form_input / type |
github |
Profiles.GitHub | form_input / type |
portfolio, website |
Profiles.Portfolio | form_input / type |
resume, cv |
File upload: resume PDF | file upload |
cover letter |
File upload: cover letter | file upload |
how did you hear |
StandardAnswers.HowHeard | dropdown: "Job Board" |
previously worked |
StandardAnswers.PreviouslyWorked | radio/checkbox: "No" |
authorized to work, work authorization |
StandardAnswers.WorkAuth | radio/dropdown |
sponsorship |
StandardAnswers.Sponsorship | radio/dropdown |
gender |
EEO.Gender | dropdown: "Decline" |
race, ethnicity |
EEO.Race | dropdown: "Decline" |
veteran |
EEO.Veteran | dropdown/radio: decline option |
disability |
EEO.Disability | dropdown/radio: decline option |
Unrecognized fields: Check if required. If required, ask the user. If optional, skip. Cache user answers in DATA_DIR/application-data.md under "Custom Answers" for reuse.
ATS-Specific Interaction Notes
Lever: form_input with value or text works directly for all field types including dropdowns.
Greenhouse: form_input with value works after navigating to the direct form URL (outside the iframe).
Workday:
read_page(filter="interactive")only returns viewport-visible elements. Must scroll top-to-bottom, callingread_pageat each scroll position.- Radio buttons are NOT returned by
read_page— usefindtool orcomputerclick at coordinates. - Dropdowns are
buttonelements that open popup panels. Click the button → usefindorread_pageto locate options → click the option. For hierarchical dropdowns (like "How Did You Hear"), search within the popup using the Search textbox.
Response Format
Structure user-facing output with these sections:
- Application Status — what was filled, what was skipped, confirmation of submission
- Files Saved — paths to any saved application logs
- Next Steps — suggest cover letter if missing, or next job search
Permissions Required
Add to ~/.claude/settings.json:
{
"permissions": {
"allow": [
"Read(~/.claude/skills/**)",
"Read(~/.proficiently/**)",
"Write(~/.proficiently/**)",
"Edit(~/.proficiently/**)",
"mcp__claude-in-chrome__*"
]
}
}