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Interview Prep Generator

CommunityPopular
Paramchoudhary
interview-prep-generator

Generate STAR stories, practice questions, and talking points from resume

Overview

PublisherParamchoudhary
RepositoryResumeSkills
Skill nameinterview-prep-generator
Stars
2.3K
Forks
197
Bundled files
Instructions only
LicenseMIT
Links
  • Markdown instructions

    A SKILL.md file the model loads on demand, so it only costs tokens when a request actually matches.

  • Works with any LLM

    AI skills are plain Markdown, not provider-specific code, so this works with GPT, Claude, Gemini, Grok, or a local model.

  • Self-contained

    Everything the model needs lives in the instructions — no extra files to sync.

  • Open source

    Published by Paramchoudhary on GitHub. Read the source before you install it.

Installation

Install the Interview Prep Generator AI skill in TypingMind to use it with any LLM, or drop it into another agent that reads SKILL.md.

1

Install in TypingMind

TypingMind installs a skill straight from its GitHub folder — it reads SKILL.md, bundles the resource files, and stores the result locally.

  1. Open the app and go to Plugins → Skills.
  2. Choose "Install from GitHub".
  3. Paste the skill folder URL below and confirm.
  4. Enable the skill in any chat where you want it available.
Plugins → Skills → Add skill → From GitHub URL, then paste the folder URL and press Continue.
2

Install in another agent

Any agent that reads the Agent Skills format can use this skill — copy the folder into that agent's skills directory.

Claude Code — .claude/skills
git clone --depth 1 https://github.com/Paramchoudhary/ResumeSkills.git /tmp/ResumeSkills
mkdir -p .claude/skills
cp -r /tmp/ResumeSkills/skills/interview-prep-generator .claude/skills/interview-prep-generator
Restart Claude Code after copying so it picks up the new skill.

Use it in TypingMind

Enable Interview Prep Generator in any TypingMind chat and the model takes it from there. Its name and description sit in the system prompt, and the moment a request matches, the model loads the full instructions itself — you never invoke it by hand, and it costs no tokens until it is actually used.

The model loads Interview Prep Generator on its own as soon as a request matches it.

Works with any AI model

AI skills are plain Markdown instructions rather than provider-specific code, so Interview Prep Generator is not tied to the model it was written for. Install it once in TypingMind and use it with GPT-5, Claude, Gemini, Grok, DeepSeek, Mistral, Llama, or a local model you run yourself — all on your own API keys.

  • Loaded only when it is needed

    The system prompt carries just the name and description. The instructions are fetched on the first matching request, so an idle skill costs nothing.

  • Switch models mid-chat

    Because the skill is instructions rather than code, changing model does not break it — the next model reads the same SKILL.md.

Skill instructions

This is the SKILL.md content the model loads. Read it before installing — a skill is instructions your model will follow.

Interview Prep Generator

When to Use This Skill

Use this skill when the user wants to:

  • Prepare for a job interview
  • Practice answering interview questions
  • Create STAR stories from their experience
  • Anticipate questions for a specific role
  • Mentions: "interview prep", "prepare for interview", "STAR stories", "interview questions", "behavioral questions"

Core Capabilities

  • Generate role-specific interview questions
  • Create STAR stories from resume bullets
  • Predict questions based on job description
  • Prepare answers for common questions
  • Create talking points for each experience
  • Identify potential concerns and prepare responses

Interview Preparation Framework

Phase 1: Role Analysis

  • Extract likely questions from job description
  • Identify skills that will be tested
  • Research company interview style

Phase 2: Story Banking

  • Convert resume bullets into STAR stories
  • Create stories for common competencies
  • Practice concise delivery

Phase 3: Mock Preparation

  • Practice common questions
  • Prepare questions to ask
  • Research company-specific topics

The STAR Method Detailed

Structure

  • Situation: Set the context (1-2 sentences)
  • Task: Describe your responsibility (1 sentence)
  • Action: Explain what YOU did (2-3 sentences)
  • Result: Share the outcome with metrics (1-2 sentences)

STAR Story Template

SITUATION: "At [Company], we faced [specific challenge/context]..."

TASK: "I was responsible for [specific ownership]..."

ACTION: "I [specific action 1], [specific action 2], and [specific action 3]..."

RESULT: "As a result, [quantified outcome]. This led to [business impact]."

Example STAR Story

Question: "Tell me about a time you led a team through a difficult project."

Answer:

SITUATION: "At TechCorp, our main product was losing customers to a competitor who had launched a better mobile experience. We were seeing 5% monthly churn, up from our normal 2%."

TASK: "As the product manager, I was responsible for turning around our mobile product to stop the bleeding and win back customers."

ACTION: "I started by interviewing 30 churned customers to understand exactly why they left. Based on that research, I prioritized 5 critical features that would achieve parity with competitors. I then worked with engineering to restructure our roadmap, negotiated with leadership to add 2 contract developers, and implemented weekly sprint reviews to keep the project on track. I also started a beta program with 50 of our best customers to get feedback before full launch."

RESULT: "We launched the improved mobile app in 3 months, reducing churn from 5% back to 2% within 60 days. We recovered 35% of churned customers and the NPS for our mobile app increased from 32 to 58. This project was recognized in our company all-hands as a turnaround success."

Time: 90 seconds to 2 minutes

Story Banking Process

Step 1: Identify Core Competencies

Leadership Stories Needed:

  • Led a team through challenge
  • Managed conflict
  • Made a difficult decision
  • Delegated effectively
  • Developed/mentored someone

Problem-Solving Stories Needed:

  • Solved complex technical problem
  • Fixed a process that was broken
  • Handled unexpected obstacle
  • Made decision with incomplete information
  • Improved something proactively

Collaboration Stories Needed:

  • Worked with difficult colleague
  • Aligned cross-functional stakeholders
  • Built consensus
  • Partnered with other teams
  • Influenced without authority

Achievement Stories Needed:

  • Exceeded goals/expectations
  • Delivered under pressure
  • Went above and beyond
  • Took initiative
  • Accomplished something proud of

Failure/Growth Stories Needed:

  • Made a mistake and learned
  • Received critical feedback
  • Failed and recovered
  • Changed approach based on learning

Step 2: Map Resume to Stories

For each resume bullet, create a full STAR story:

RESUME BULLET: "Led cross-functional team of 12 to deliver $2M product launch"

STAR EXPANSION:

SITUATION: Our company was losing market share to a competitor, and leadership decided we needed to launch a new product line within 6 months.

TASK: As Product Manager, I was tasked with leading the product from concept to launch, coordinating across engineering, design, marketing, and sales teams (12 people total).

ACTION: 
- I established weekly cross-functional syncs and a shared Notion workspace
- Created a detailed project plan with milestones and dependencies
- Implemented a rapid prototyping process with 2-week design sprints
- Personally resolved 3 major conflicts between engineering and marketing
- Presented monthly updates to leadership to maintain alignment

RESULT: 
- Launched on time and under budget
- Generated $2M revenue in first year
- Acquired 50 new enterprise customers
- Team received company innovation award

Step 3: Create Multiple Versions

Each story should have:

  • Full version: 2 minutes (for "tell me about a time...")
  • Short version: 60 seconds (for follow-ups)
  • One-liner: 15 seconds (for "give me an example")

Common Interview Questions by Category

Behavioral Questions

Leadership:

  • "Tell me about a time you led a team."
  • "Describe a situation where you had to make an unpopular decision."
  • "How have you developed team members?"
  • "Tell me about a time you dealt with a difficult team member."

Problem-Solving:

  • "Describe a complex problem you solved."
  • "Tell me about a time something didn't go as planned."
  • "How do you approach problems with incomplete information?"
  • "Give an example of an innovative solution you developed."

Collaboration:

  • "Tell me about working with someone difficult."
  • "Describe a time you had to influence someone without authority."
  • "How do you handle disagreements with colleagues?"
  • "Tell me about a successful cross-functional project."

Achievement:

  • "What's your proudest professional accomplishment?"
  • "Tell me about a time you exceeded expectations."
  • "Describe a goal you achieved against the odds."
  • "What's the biggest impact you've had in your career?"

Failure/Growth:

  • "Tell me about a time you failed."
  • "What's the biggest mistake you've made at work?"
  • "How do you handle criticism?"
  • "What would you do differently in your career?"

Role-Specific Questions

Product Management:

  • "How do you prioritize features?"
  • "Walk me through how you'd approach [product problem]."
  • "How do you measure product success?"
  • "Tell me about a product you shipped from 0 to 1."

Engineering:

  • "Describe your experience with [specific technology]."
  • "How do you approach code reviews?"
  • "Tell me about a technical challenge you solved."
  • "How do you balance technical debt vs. features?"

Marketing:

  • "How do you measure campaign success?"
  • "Tell me about a campaign that didn't work."
  • "How do you allocate budget across channels?"
  • "Describe your approach to brand building."

Sales:

  • "Walk me through your sales process."
  • "Tell me about a deal you lost and why."
  • "How do you handle objections?"
  • "Describe your largest closed deal."

Standard Questions

About You:

  • "Tell me about yourself." (2 min pitch)
  • "Walk me through your resume."
  • "Why are you looking for a new role?"
  • "Where do you see yourself in 5 years?"

About the Role:

  • "Why this role?"
  • "What interests you about this position?"
  • "What do you think this role entails?"
  • "What would you do in your first 90 days?"

About the Company:

  • "Why this company?"
  • "What do you know about us?"
  • "Why do you want to work here?"
  • "What excites you about our mission?"

Questions to Ask Interviewers

For Hiring Manager

  • "What does success look like in this role at 30/60/90 days?"
  • "What are the biggest challenges facing the team?"
  • "How is performance measured?"
  • "What's the team structure?"

For Team Members

  • "What's a typical day/week like?"
  • "What do you enjoy most about working here?"
  • "How do teams collaborate?"
  • "What would you want a new hire to know?"

For Executives

  • "What's the company's strategy for the next year?"
  • "How does this team contribute to company goals?"
  • "What keeps you excited about the company?"

To Avoid

  • ❌ Questions about salary/benefits (save for HR)
  • ❌ Questions you could easily Google
  • ❌ Negative questions about company problems
  • ❌ Yes/no questions (ask open-ended)

Handling Difficult Questions

"What's your greatest weakness?"

Formula: Real weakness + Self-awareness + Improvement steps

"I tend to be overly detail-oriented, which can sometimes slow me down. I've recognized this and now set time limits for tasks and ask for feedback on when good enough is good enough. In my current role, I've also learned to delegate detailed work when appropriate."

"Why are you leaving your current job?"

Keep it:

  • Positive (growth-focused)
  • Forward-looking (not complaint-based)
  • Brief (don't over-explain)
"I've learned a lot at [Company], but I'm looking for [specific opportunity] that I don't see available in my current path. This role at [Company] offers exactly that - the chance to [specific thing]."

"Tell me about a time you failed"

Must include:

  • Real failure (not humble brag)
  • What you learned
  • How you applied the learning
"In my first year as a PM, I launched a feature without sufficient user research. The feature was technically sound but users found it confusing. Only 10% adopted it. I learned the hard way that building the right thing matters more than building the thing right. Since then, I never skip user research - I now always do at least 10 user interviews before major feature decisions."

Salary Questions

Deflect until you have to answer:

"I'm flexible on compensation and more focused on finding the right role. Can you share the range budgeted for this position?"

If pressed:

"Based on my research and experience, I'm looking for something in the range of $X-$Y, but I'm open to discussing the full compensation package."

Output Format

When generating interview prep:

markdown
# INTERVIEW PREP: [POSITION] AT [COMPANY]

## Role Analysis
**Key competencies they'll test:**
1. [Competency] - Evidence: [From JD]
2. [Competency] - Evidence: [From JD]
3. [Competency] - Evidence: [From JD]

## Predicted Questions

### High Probability (prepare thoroughly)
1. [Question] → Use story: [Story name]
2. [Question] → Use story: [Story name]
3. [Question] → Use story: [Story name]

### Medium Probability
1. [Question]
2. [Question]

## Your STAR Story Bank

### Story 1: [Name - e.g., "Product Launch Success"]
**Use for:** Leadership, Achievement, Cross-functional
**STAR:**
- S: [Situation]
- T: [Task]
- A: [Action]
- R: [Result with metrics]
**Short version:** [60 second version]

### Story 2: [Name]
[Same structure]

## "Tell Me About Yourself" Script
[2-minute pitch tailored to this role]

## Questions to Ask
**For Hiring Manager:**
1. [Question]
2. [Question]

**For Team:**
1. [Question]
2. [Question]

## Company Research Notes
- Recent news: [Item]
- Key facts to reference: [Facts]
- Potential concerns: [Items to be ready for]

## Red Flag Answers to Avoid
- Don't mention: [Topics]
- Don't criticize: [Past employer aspects]
- Watch out for: [Potential trap questions]

Implementation Checklist

For complete interview prep:

  1. ✅ Analyze job description for competencies
  2. ✅ Create 8-10 STAR stories covering all competencies
  3. ✅ Write "tell me about yourself" pitch
  4. ✅ Prepare answers for likely questions
  5. ✅ Research company thoroughly
  6. ✅ Prepare thoughtful questions to ask
  7. ✅ Practice out loud (time yourself)
  8. ✅ Prepare logistics (outfit, route, tech check)
  9. ✅ Review the day before interview
  10. ✅ Send thank you notes after

Frequently asked questions

What does the Interview Prep Generator AI skill do?

Generate STAR stories, practice questions, and talking points from resume

Why use Interview Prep Generator on TypingMind?

Because you install it once and use it with any model. Interview Prep Generator is plain Markdown rather than provider-specific code, so the same skill runs on GPT-5, Claude, Gemini, Grok, or a local model — and you can switch model mid-chat without it breaking. TypingMind runs on your own API keys, so you pay providers directly instead of a per-seat subscription, and your skills and chats stay in your own storage.

How do I install Interview Prep Generator in TypingMind?

Open Plugins → Skills → Install from GitHub in TypingMind and paste https://github.com/Paramchoudhary/ResumeSkills/tree/main/skills/interview-prep-generator. TypingMind reads its SKILL.md and installs it as a skill you can enable per chat.

Which AI models can use Interview Prep Generator?

Any model you connect in TypingMind. AI skills are plain Markdown instructions rather than provider-specific code, so GPT, Claude, Gemini, Grok, and local models can all load this skill when a request matches it.

How many AI models can I use with Interview Prep Generator?

As many as you like. As long as a model supports skills, you can use Interview Prep Generator with it — GPT, Claude, Gemini, Grok, DeepSeek, Mistral, Llama and more — all on TypingMind with your own API keys.

Is the Interview Prep Generator AI skill free?

Yes. It is published on GitHub by Paramchoudhary under the MIT license. You only pay your own AI provider for the tokens you use.

What are AI skills?

An AI skill is a reusable instruction bundle that teaches an AI model how to do one specific task. It follows the open Agent Skills format: a SKILL.md file with a name and description, plus any scripts, templates or reference files the model may need. The model reads the instructions only when your request matches the skill, so an installed skill costs nothing until it is used.

How are AI skills different from plugins or MCP servers?

A plugin or MCP server gives a model new tools to call — code that runs somewhere and returns a result. An AI skill gives the model knowledge and process instead: how to approach a task, which steps to follow, what good output looks like. Skills are plain Markdown, so they need no server, no API key and no runtime, and they work with any model.

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