š Rishi's Interactive Resume MCP Server
An innovative, AI-powered resume server built with the Model Context Protocol (MCP) - demonstrating technical depth and product thinking for AI PM roles.
šÆ Why This Approach?
As an AI Product Manager candidate, I built this to showcase:
Technical Understanding: Hands-on implementation of cutting-edge AI infrastructure (MCP)
Product Thinking: Interactive > static PDF, with analytics and evaluation metrics
AI/ML Expertise: Practical demonstration of my experience building AI-powered systems
User-Centric Design: Multiple deployment options for easy access by hiring managers
š„ Key Features
š Interactive Querying
Ask natural language questions about my experience
Get specific details about AI/ML projects, revenue impact, and technical skills
Search by company, skill, or achievement
š¤ AI/ML Highlights
92% accuracy ML-powered underwriting model at Justworks
Champion of AI adoption with Claude Code/Cursor implementation
$29M+ in quantifiable revenue impact across roles
š Built-in Analytics
Track which sections get queried most
Response time metrics
Usage patterns to understand what interests viewers
ā Evaluation Suite
13 pre-built test cases with expected outcomes
Performance metrics and scoring
Validates server accuracy and completeness
š Quick Start (30 Seconds!)
Option 1: Docker (Recommended)
Option 2: Python
Option 3: Using UV (Fast Python package manager)
š Sample Questions to Try
AI/ML Experience
"What AI models has Rishi built and deployed?"
"Tell me about the underwriting model at Justworks"
"How has Rishi championed AI adoption?"
Business Impact
"What's Rishi's track record for revenue generation?"
"Show me examples of cost savings Rishi has delivered"
"What operational efficiency improvements has Rishi made?"
Product Leadership
"What 0ā1 products has Rishi launched?"
"Tell me about Rishi's experience with platform migrations"
"How many users have Rishi's products served?"
Domain Expertise
"What's Rishi's experience with regulated industries?"
"Tell me about Rishi's fintech and insurance experience"
"Has Rishi worked with compliance systems?"
š Project Structure
š§ Available Tools & Resources
Resources (Data Access)
resume://summary
- Professional summaryresume://experience
- Complete work historyresume://skills/{category}
- Skills by categoryresume://education
- Educational backgroundresume://contact
- Contact information
Tools (Interactive Queries)
search_experience(query)
- Search work historyget_ai_ml_experience()
- All AI/ML related workget_metrics_and_impact()
- Quantifiable achievementssearch_by_skill(skill)
- Find experiences by skillget_company_details(company)
- Detailed role informationcalculate_total_experience()
- Career progression analysis
Prompts (AI-Generated Responses)
why_great_fit_for_ai_pm()
- Compelling fit analysisinterview_question(topic)
- STAR format responsescompare_to_job_description(requirements)
- Role matchinggenerate_cover_letter_points(company, role)
- Tailored talking points
š Evaluation Metrics
Run the evaluation suite to see server performance:
Expected performance:
Pass Rate: >85% on all test cases
Response Time: <100ms average
Category Coverage: All resume sections queryable
Keyword Accuracy: >70% match rate
š Deployment Options
For Sharing with Hiring Managers
Replit: One-click deployment with shareable link
Railway/Render: Always-on professional hosting
GitHub Codespaces: Run directly in browser
Local Docker: Simple container deployment
šÆ What Makes Me Unique for AI PM Roles
Hands-on AI/ML Experience: Built and deployed production ML models with measurable impact
Regulated Industry Expertise: 10+ years in fintech/insurance with compliance systems
Proven Scale: Products serving 300K+ MAU, $20M+ payment volume
Technical Depth: CS degree + hands-on coding with modern AI tools
Business Impact: $29M+ in revenue generation and optimization
Innovation Leader: 0ā1 products, platform migrations, AI adoption champion
š¬ Contact
Rishi Athanikar
LinkedIn: linkedin.com/in/rishiathanikar
Website: rishiathanikar.com
š Privacy Note
This server contains publicly available resume information. No sensitive data is included.
Built with MCP (Model Context Protocol) - Demonstrating technical innovation for AI Product Management
This server cannot be installed
hybrid server
The server is able to function both locally and remotely, depending on the configuration or use case.
Enables natural language querying of a resume with AI/ML experience, business impact metrics, and technical skills. Supports searching by company, skill, or achievement with built-in analytics and evaluation capabilities.