Career Agents

⚡ Career Agents: The AI Career Operating System

Enterprise-Grade Personal Career Optimization Suite & Model Context Protocol (MCP) Infrastructure for Software Engineers

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🏆 Candidate Breakthroughs & Proven Job Offers

> 💰 ₹85 LPA Software Engineering Offer Landed: Candidates using Career Agents' ATS Resume Studio, STAR Interview Lab, and FAANG Company Tracks successfully cracked top-tier software engineering roles — securing compensation offers up to ₹85 LPA! > > 🚀 1,500+ Interview Callbacks: Powered by multi-role ATS keyword optimization, automated STAR bullet rewrites, public GitHub portfolio health audits, and spoken voice AI interview practice across top engineering tech companies (Google, Meta, Amazon, Microsoft, Salesforce, Stripe, Uber, OpenAI).

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⚡ System-Wide Token Optimization Engine (80-85% Token Reduction)

Career Agents includes an enterprise-grade Token Optimization Engine built into the AI Router Gateway, CLI tool, MCP Server, and Web Workspace to reduce LLM token usage by 80-85% across all interfaces:

• 🧬 Prompt Minification: Strips excessive whitespace, redundant blank lines, and decorative ASCII borders from system prompts before transmission to remote LLMs.
• 📉 Sliding Context Window Compression: In multi-turn chat, voice interviews, and MCP tool interactions, older assistant turns are automatically summarized into key highlights while preserving full context for the latest active turns.
• 🔌 MCP Server & CLI Token Efficiency: All Model Context Protocol (MCP) server responses for Cursor IDE, Claude Desktop, and VS Code are minified to eliminate payload bloat, saving users up to 85% in API key costs.

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🎯 Executive Overview & Profile

> Career Agents is an open-source, local-first AI Career Operating System built for software engineers, tech candidates, and engineering managers. > > Unifying 167 specialized AI agents across 19 domain divisions, a 20-language LeetCode Coding Studio with 240+ problems, local heuristic ATS Resume Grading, public GitHub Portfolio Auditing, search-visibility LinkedIn Profile Scanning, and interactive STAR Behavioral & System Design Mock Interviews — it replaces generic ChatGPT prompts and static resume templates with a context-aware career intelligence cockpit.

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💻 Tech Stack & Integrations

Frontend & Architecture

AI Provider Gateways

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⚡ Quickstart, NPM Installation & IDE Setup

1. 📦 NPM & NPX Execution Guide

# Global NPM Installation
npm install -g career-agents

# Zero-Install NPX Execution
npx career-agents list
npx career-agents score my_resume.pdf
npx career-agents mcp

2. 🚀 How to Run Web App Locally (Under 5 Minutes)

# 1. Clone the repository
git clone https://github.com/karthikrshet/Career-Agents.git
cd Career-Agents

# 2. Install web dependencies
cd apps/web
npm install

# 3. Setup environment configuration
cp .env.example .env

# 4. Start local development server
npm run dev

Open http://localhost:3000 or https://career-agents.vercel.app.

3. 🔌 How to Connect MCP Protocol Server to your IDE

Expose Career Agents tools directly to Cursor AI, Claude Desktop, VS Code, Windsurf, or Aider:

Command to register in IDE:

node /absolute/path/to/Career-Agents/mcp/server.js

📍 Claude Desktop Setup (claude_desktop_config.json):

{
  "mcpServers": {
    "career-agents": {
      "command": "node",
      "args": ["/absolute/path/to/Career-Agents/mcp/server.js"]
    }
  }
}

📍 Cursor AI Setup:

Go to Settings -> Features -> MCP -> Add new MCP Server:

• Name: career-agents
• Type: stdio
• Command: node /absolute/path/to/Career-Agents/mcp/server.js

4. 🖥️ Terminal CLI Utilities

Run terminal commands anywhere using scripts/cli.js:

| Command | Arguments | Purpose | Example | |---------|-----------|---------|---------| | list | None | Lists all registered divisions and agents | node scripts/cli.js list | | doctor | None | Performs health checks | node scripts/cli.js doctor | | score | ` | Scans PDF/Word resumes and outputs ATS score | node scripts/cli.js score resume.pdf | | review | | Performs weak bullet checking and verb audits | node scripts/cli.js review resume.pdf | | github | | Runs portfolio wrapped check for target profile | node scripts/cli.js github torvalds | | mock | | Starts a terminal mock interview drill | node scripts/cli.js mock google behavioral | | roadmap| | Generates study roadmaps in markdown formats | node scripts/cli.js roadmap "staff engineer"` |

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📸 Complete Product Visual Showcase

1. 🌐 Landing Page & Hero Cockpit

The entry point featuring system architecture stats, zero-key privacy guarantees, and instant live launch triggers.

2. 🚀 Interactive Product Workspace Overview

Centralized system control panel inspecting active agent status streams, local SQLite database sync, and quick audit tools.

3. 💻 AI Copilot Stream Workspace

Context-aware chat workspace with multi-provider model switching, real-time SSE streaming, reasoning timeline traces, and downloadable PDF/Word file generation.

4. ⚡ Next-Gen Coding Studio (LeetCode Workspace)

Practice 240+ coding interview problems with 20-language execution, algorithm visualizers, STAR coding coaches, and virtual contests.

5. 📚 LeetCode Problem Catalog & FAANG Question Sets

Curated coding problem sets filtered by Blind 75, NeetCode 150, Top 150, or company sets (Google, Meta, Amazon, Microsoft, Apple, Netflix, Stripe, OpenAI).

6. 🎨 Data Structure Whiteboard Canvas

Interactive visual whiteboard canvas for sketching binary trees, graphs, linked lists, system architecture flowcharts, and algorithm dry runs.

7. 🔍 Step-by-Step Algorithm Visualizer

Step-by-step interactive animations for Two Pointers, Binary Search, Sorting, Stacks, Linked Lists, and Dynamic Programming (Kadane's).

8. 🏆 Live Virtual Contests & Leaderboard

Participate in timed virtual coding contests with live countdown clocks, scoreboards, problem filters, and upsolve mode.

9. 📄 ATS Resume Studio & 20 Built-In Templates

Check resume section density, scan action verbs, validate STAR metrics, detect weak bullets, and export to 20 styled ATS templates.

10. 🎯 STAR Behavioral & Technical Mock Interview Lab

Conduct mock interviews across 10 company tracks featuring integrated code canvases, STAR parameter scorecards, and AI interviewer evaluation.

11. 🏢 Target Company Tracks (FAANG & Tier-1 Tech)

Targeted interview prep modules tailored for Google, Meta, Amazon, Microsoft, Netflix, Apple, Uber, Stripe, Atlassian, and Databricks.

12. 🐙 GitHub Profile Analyzer & Portfolio Wrapped

Integrates directly with the GitHub REST API to compute language distributions, repo star weights, documentation completeness scores, and commit heatmaps.

13. 👔 LinkedIn Profile Search Optimizer & AI Content Engine

Evaluate headline pipe architecture, summary keyword density, recruiter visibility scores, and generate AI-crafted post copy.

14. 💼 Job Hub Opportunities Search Engine

Search 30+ tech opportunities with automated ATS match scoring, one-click cover letter generation, and referral request drafting.

15. 📊 Kanban Application Job Tracker

Drag-and-drop Kanban board managing applications across Wishlist, Applied, Interview, Offer, and Rejected stages with recruiter interaction logs.

16. 🗺️ Prep Hub & Custom Study Roadmaps

Generates personalized step-by-step career roadmaps for Software Engineer, Senior Backend Developer, System Architect, and AI/ML Specialist.

17. ⚡ Workflow Automation Pipelines

Run multi-agent automated pipelines connecting resume audits, GitHub scans, and mock interview questions into a single execution stream.

18. 🧩 167 Agent Marketplace Extensions

Browse, search, and enable domain-specific agent extensions across 19 career divisions.

19. 🔌 Model Context Protocol (MCP) Stdio Server

Exposes 25 career tools directly to local IDE environments including Cursor, Claude Desktop, VS Code, and Windsurf.

20. 🎙️ AI Voice Agent Mock Interview Lab v1.0 (/interview/voice)

1-on-1 real-time spoken mock interviews with 167 specialized AI agents, 27 BCP-47 languages, Web Speech API integration, reactive interviewer orb visualizers, dynamic follow-up questions, evidence-based STAR scorecards, and Vercel AI Key resolution.

21. ⚙️ Settings & Multi-Provider AI Gateway

Configure 18 AI providers, set default models, adjust temperature parameters, manage local API keys, and test response latency.

22. 📑 Reports & Comprehensive Dossier Diagnostics

Export complete career analysis dossiers into professional PDF documents, Word .docx files, Excel .xlsx spreadsheets, or Markdown.

23. 📈 Dashboard Analytics & System Telemetry Logs

Track progress metrics over time, inspect live agent execution telemetry logs, and verify local SQLite database state.

24. 💳 Credits & Open Source Tech Stack Ecosystem

Review open-source libraries, platform contributors, and core maintainers.

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⚡ Complete Feature Matrix & Capabilities

| Feature Module | CLI Utility | Web Dashboard | MCP Server | |----------------|:-----------:|:-------------:|:----------:| | Agent Directory Search (167 Agents) | ✅ | ✅ | ✅ | | 20-Language Coding Studio Compiler | ✅ | ✅ | ✅ | | 240+ LeetCode Problem Catalog | ✅ | ✅ | ✅ | | Step-by-Step Algorithm Visualizer | ❌ | ✅ | ✅ | | Whiteboard Canvas & System Design | ❌ | ✅ | ❌ | | 20 ATS Resume Templates & Calibrator | ✅ | ✅ | ✅ | | GitHub Profile Wrapped Audit | ✅ | ✅ | ✅ | | LinkedIn Headline & Keyword Audit | ✅ | ✅ | ✅ | | STAR Mock Interview Engine (10 Tracks) | ✅ | ✅ | ✅ | | Job Opportunities Hub & ATS Match | ❌ | ✅ | ✅ | | Kanban Application Tracker | ❌ | ✅ | ✅ | | Multi-Provider AI Router (18 Backends)| ✅ | ✅ | ✅ | | PDF / DOCX / XLSX Dossier Exporter | ❌ | ✅ | ✅ | | Local SQLite & Offline Guest Mode | ✅ | ✅ | ✅ |

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🤖 167 Agent Ecosystem (19 Divisions)

Career Agents manages 167 specialized AI agents categorized across 19 divisions. When a user sends a query to the Copilot, the routing engine tokenizes the input and compares it against agent names, descriptions, tags, and required skills to construct a matching scorecard:

Score = (Exact Name Match * 15) + (Keyword Match * 3) + (Skill Match * 2) + (Domain Booster * 12)

The top matching agents with score >= 5 are loaded dynamically, reading their raw Markdown prompt instructions from disk and appending them to the LLM system context.

Division Summary Table

Career Division (career)

Placement strategy, resume engineering, interview coaching, and personal brand growth for students and job seekers.

| Agent Name | Status | Purpose / Description | | :--- | :---: | :--- | | [ATS Resume Reviewer](./career/ats-resume-reviewer.md) | Live | A focused, line-by-line resume auditor who optimizes resume structure, language, and keyword signaling to survive ATS parsing and convert recruiter skim-time into interview invites. | | [Career Accountability Coach](./career/career-accountability-coach.md) | Live | A structured, non-judgmental accountability partner who converts career goals into weekly commitments, tracks follow-through with honest data, diagnoses why execution is failing, and rebuilds momentum when it stalls — without letting candidates off the hook or crushing them with guilt. | | [Career Pivot to Tech Advisor](./career/career-pivot-to-tech-advisor.md) | Live | A transition strategist for non-technical professionals entering the tech industry — covering entry point selection (software engineering, product, data, UX, technical sales, DevRel, and more), learning path design, portfolio development, narrative construction, and the tactical job search mechanics specific to tech industry hiring. | | [Career Roadmap Strategist](./career/career-roadmap-strategist.md) | Live | A long-horizon career architect who builds milestone-based, decade-spanning career roadmaps — turning vague ambitions into sequenced, evidence-gated development plans that compound skill, reputation, and leverage over time. | | [Career Transition Coach](./career/career-transition-coach.md) | Live | A decisive, pattern-aware career transition coach who helps professionals move from one field, function, or industry into another — by mapping transferable assets, designing bridge strategies, and turning "I don't have the background for this" into a concrete, evidence-backed plan that works. | | [Diversity & Inclusion Career Coach](./career/diversity-inclusion-career-coach.md) | Live | A career strategist specializing in helping underrepresented professionals navigate systemic barriers, bias in hiring, and unequal advancement dynamics — providing concrete, evidence-informed strategies that turn awareness of barriers into actionable career architecture. | | [Executive Job Search Coach](./career/executive-job-search-coach.md) | Live | A senior-level career strategist who helps VP, Director, and C-suite professionals navigate the fundamentally different world of executive hiring — where most roles never appear on job boards, where personal brand and reputation are the primary search vehicles, and where the quality of your board and peer network determines your access more than your resume. | | [Freelance Career Advisor](./career/freelance-career-advisor.md) | Live | A pragmatic freelance business strategist who helps independent professionals build sustainable, client-diversified freelance careers — covering rate-setting, client acquisition, portfolio positioning, contract fundamentals, and the transition from feast-or-famine to predictable income. | | [Graduate Career Advisor](./career/graduate-career-advisor.md) | Live | A strategic first-job advisor for recent graduates who cuts through the noise of "apply everywhere" and "network more" to build targeted, evidence-backed launch strategies that get new graduates into the right first role — not just any role — within a realistic timeline. | | [HR Interview Coach](./career/hr-interview-coach.md) | Live | A behavioural and offer-readiness coach who prepares candidates for HR and cultural interviews, designs story-driven answers to behavioural prompts, and leads offer evaluation and negotiation prep with professional rigor. | | [Internship Application Strategist](./career/internship-application-strategist.md) | Live | An internship application strategist who helps students package their skills, target hiring windows, and win sought-after internship roles. | | [Internship Success Coach](./career/internship-success-coach.md) | Live | A hands-on internship performance coach who helps interns move from "showing up" to "standing out" — by building visibility, delivering meaningful work, converting internships into return offers, and treating every internship as a twelve-week audition with a clear performance plan. | | [Job Search Strategist](./career/job-search-strategist.md) | Live | A job search strategist who builds targeted application plans, opportunity funnels, and outreach systems for faster interview traction. | | [LinkedIn Growth Advisor](./career/linkedin-growth-advisor.md) | Live | A tactical growth advisor for LinkedIn who optimizes profiles for recruiter discovery, builds content strategies that surface domain credibility, and converts passive profile views into active opportunities. | | [Networking Coach](./career/networking-coach.md) | Live | A strategic, relationship-first networking coach who transforms transactional connection requests into genuine professional relationships — helping candidate

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Source & license

This open-source MCP server is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: karthikrshet
• Source: karthikrshet/Career-Agents
• License: MIT
• Homepage: https://career-agents.vercel.app

Install and usage instructions live in the source repository linked above.