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Fill out job application form fields with context-aware, tailored answers drawn from the candidate's CV and the job description
Application Form Filler
When to Use This Skill
Use this skill when the user wants to:
Answer specific questions on a job application form
Fill out text fields on Greenhouse, Lever, Ashby, Workday, or any ATS
Write responses to "tell us about yourself" or "why do you want to work here" prompts
Get clean, copy-pasteable answers to application questions
Mentions: "fill this out", "what do I write here", "answer this question", "application form", "form field"
Core Principle
Application form answers should be direct and specific — not a cover letter crammed into a text box. Each field has a purpose. Answer that purpose clearly, then stop.
The answer should feel like: A real person typed it, not a template was filled in.
Before Answering
Always read:
The job description — mirror its language and priorities
The candidate's CV/profile — pull real projects, roles, and metrics
The specific question — answer exactly what was asked, not what you wish was asked
If the user hasn't provided a CV or JD, ask for them before writing.
Question Types and How to Handle Each
Type 1: Experience/Background Questions
Examples:
"How many years of experience do you have with [technology]?"
"Describe your experience with [domain]"
"What backend frameworks have you used?"
Format:
[Technology/skill] — [X years]. [One sentence on what you used it for, with a
specific project or context]. [Optional: secondary tools in the same category].
Rules:
Lead with the most used/relevant technology
Give years honestly — don't inflate
Anchor every claim to a real project or role
For "describe experience" questions: 2-4 sentences max, one project per sentence
If experience is indirect (adjacent domain), say so and pivot to what is relevant
Type 2: Why This Company / What Interests You
Examples:
"Why do you want to work at [Company]?"
"What interests you about this role?"
"Why are you a good fit?"
Format:
[Specific thing about the company/role that's genuinely interesting — not generic].
[How that connects to something the candidate has actually worked on].
[Optional: one line on why this domain, not just this company].
Rules:
Must be specific to this company — no boilerplate
Research the company before answering if needed
Connect to real work, not aspirations
Keep it under 150 words for a form field
Don't repeat the JD back to them
Type 3: Portfolio / Work Samples
Examples:
"Include any other samples of work you're proud of"
"Link to relevant projects or repositories"
"Describe a project you've built end-to-end"
Format:
List projects with one-line descriptions and links. Lead with the most relevant.
[Project Name] ([live URL] | [github URL]) — [one line: what it is and one
proof point]. [Stack if relevant].
Rules:
Only include projects relevant to the role
Always include links (live demo > GitHub > nothing)
If the project has paying users or measurable usage, say so — once
Don't pad with irrelevant projects to look prolific
Type 4: Technical Skill Questions
Examples:
"Which frontend frameworks have you used most extensively?"
"Rate your proficiency in Python"
"Describe your experience with cloud infrastructure"
Format:
For open-text fields:
[Primary skill] — [X years]. [Specific use: what you built with it, in what context].
[Secondary skill] — [X years]. [Same].
[Note any relevant gaps honestly].
For rating/dropdown fields: pick the honest level — don't optimize for the highest rating if it's not accurate.
Rules:
Years + context beats years alone
Acknowledge gaps rather than hiding them
If asked to rate, rate honestly — inflated ratings create problems in technical interviews
For stacks you've used but not recently, note it
Type 5: Open-Ended / "Tell Us About Yourself"
Examples:
"Tell us about yourself"
"Describe your professional background"
"What are you looking for in your next role?"
Format:
Current role + what you do there (1 sentence).
Relevant prior experience, briefly (1 sentence).
What you're looking for / why this role (1-2 sentences — specific to the company).
Optional: one project or side work that's relevant (1 sentence).
Rules:
Start with current role, not education
Keep to 100-200 words for most form fields
End on the forward-looking note (what you want, not where you've been)
No trait statements ("I'm passionate about...") — just facts and projects
Type 6: Situational / Behavioral Questions
Examples:
"Describe a time you solved a complex technical problem"
"Tell us about a project you led end-to-end"
"How do you handle working across multiple teams?"
Format: Condensed STAR (no labels, just flow)
[Context in one sentence]. [What you specifically did — 2 sentences]. [Outcome
with a metric if possible — 1 sentence].
Rules:
Be specific — name the project, the tech, the team size
Don't generalize ("I always approach problems by...")
Keep to 150-250 words
First-person, active voice throughout
End with the result, not the lesson learned (save that for interviews)
Type 7: Opinion / Vision Questions
Examples:
"Which technologies do you think are most important for the future?"
"What would you learn if you had unlimited time?"
"Where do you see AI/[domain] in 5 years?"
Format:
Answer with a genuine opinion. Pick one or two things and explain the reasoning briefly.
Rules:
Have an actual point of view — vague answers are forgettable
Ground opinions in domain knowledge or real experience
Keep to 100-150 words
Don't hedge everything — commit to a view, acknowledge it's one perspective
Output Format
Always wrap the answer in a plain code block so it's clean to copy-paste:
[Answer text here]
If providing multiple answers (one per field), use separate code blocks with a label above each:
Years of React experience:
4 years. Used it across Screenr (agentic hiring SaaS), a Tauri-based POS
system, and several client projects. Also used Next.js where SSR was needed.
Describe your backend experience:
...
Length Calibration
Field type
Target length
Single-line text
1 sentence
Short answer
2-4 sentences
Long answer / textarea
100-250 words
"Describe your experience"
150-300 words
"Tell us about yourself"
100-200 words
Portfolio / links section
List format, no prose
When in doubt, shorter is better. Recruiters skim form answers. The goal is to be clear and memorable, not comprehensive.
Common Mistakes to Avoid
Repeating the JD:
❌ "I am interested in this role because you are looking for someone to build scalable backend systems..."
✅ "What caught my attention was the real-time constraint — healthcare data at milliseconds latency is a different class of problem than most backend work."
Generic trait claims:
❌ "I am a fast learner who thrives in collaborative environments"
✅ [Just describe the actual work — the traits come through]
Over-qualifying:
❌ "While I may not have exactly 5 years, I believe my experience..."
✅ "The role mentions 5 years — I'm at 3, but the systems I've shipped are production-facing."
Listing without context:
❌ "React, Vue, Angular, Next.js, TypeScript, Node.js..."
✅ "React is my primary frontend framework — 4 years across Screenr and several client projects. Vue and Angular for about 3 years each, mostly dashboards and admin tooling."
Padding to fill space:
❌ Adding projects or experience that aren't relevant just to look prolific
✅ Include only what's relevant to this specific roledon't have the plugin yet? install it then click "run inline in claude" again.