What is Career Agents?

Career Agents is an AI-powered career intelligence platform featuring 167 specialized career agents that help job seekers optimize their resume, GitHub portfolio, LinkedIn profile, and interview performance.

How does Career Agents evaluate ATS resume scores across different job roles?

Career Agents uses role-specific keyword taxonomies (Software Engineering, Product Management, AI/ML, Data Science, Cybersecurity, DevOps, UX Design, Marketing, etc.) and optional custom Job Description parsing. The ATS score dynamically calculates keyword match ratio, section completeness, weak bullet penalties, and formatting quality.

Which AI providers does Career Agents support?

Career Agents supports OpenAI, Anthropic Claude, Google Gemini, Groq, OpenRouter, Ollama, LM Studio, Azure OpenAI, DeepSeek, Together AI, Mistral, Cohere, and xAI Grok.

Is Career Agents open source?

Yes. Career Agents is fully open source under the MIT license. The agent registry, division schemas, and validation pipeline are all available at github.com/karthikrshet/Career-Agents.

What is MCP in Career Agents?

MCP stands for Model Context Protocol. Career Agents exposes all 167 career agents as MCP tools, letting Cursor, Claude Desktop, VS Code, and other compatible AI clients connect directly to the agent registry.

How do STAR bullet rewrites work in Resume Studio?

The STAR framework breaks accomplishment bullets into Situation, Task, Action, and Result. Career Agents identifies passive verbs and missing metrics, converting weak lines into high-impact, quantified bullets.

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Release Notes

Platform Changelog

Continuous improvements, agent additions, protocol expansions, and architectural upgrades.

v18.0.0

Multi-Agent Deliberation Swarms, Big-O Profiler & 1-Click Job Tailoring

August 30, 2026

Architected Multi-Agent Deliberation Swarm with Amazon Bar Raiser, Staff Architect, and Hiring Director consensus scoring.
Launched Interactive System Design Whiteboard Studio with live back-of-the-envelope capacity calculators.
Engineered Real-Time Big-O Complexity Profiler and Critical Interview Edge Case Analyzer across 20 languages.
Integrated Google XYZ STAR Resume Bullet Rewriter and Target JD ATS Keyword Gap Inspector.
Launched 1-Click Tailored Job Application Studio & Recruiter InMail Outreach Engine.
Engineered Viral AI LinkedIn Thought-Leadership Post Generator & GitHub Architecture Case Study Engine.

v17.0.0

167-Agent Ecosystem, MCP 31 Tools & 20-Language Coding Studio

August 15, 2026

Expanded registry to 167 specialized AI agents across 19 technical divisions.
Integrated Model Context Protocol (MCP) JSON-RPC 2.0 runtime with 31 tool endpoints.
Launched 20-Language In-Browser Coding Studio with sandboxed multi-file compilers.
Engineered PixelBlast Bayer WebGL dithered canvas engine with interactive touch ripples.
Integrated Star STAR Mock Voice audio coach with live conversational latency evaluation.

v16.0.0

Local SQLite Architecture & Forensic ATS Audit

July 28, 2026

Implemented local-first browser SQLite database persistence for candidate data privacy.
Engineered Forensic ATS Parser & Match Calibrator with Google XYZ quantified bullet rewrites.
Added GitHub repository proof-of-work analyzer and architecture modularity scoring.
Implemented multi-provider LLM gateway fallback loops across 15+ endpoints.

v15.0.0

Initial Multi-Agent Career Orchestrator

June 14, 2026

Launched DAG agent execution pipeline with structured JSON schema outputs.
Created initial Chrome Extension copilot overlay for job boards.
Published open-source career agent registries and division taxonomy maps.