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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Development Roadmap

Track our milestones as we build the Open Source AI Career Operating System.

Q1 2026

Core AI Gateway & RAG Caching

SSRF prevention routing layers, cost estimation counters, fallback provider loops, and hybrid vector search.

Q2 2026

Multi-Agent Orchestrator Pipeline

Simultaneous execution loops for specialist agent selections and structured JSON outputs validations.

Q3 2026

PostgreSQL Session Sync & NextAuth

Replacing guest localStorage stores with database persistence and role access rules.

Q4 2026

VS Code & Browser Extension Connectors

Direct integration to highlight weak accomplishments syntax or pull interview scorecards right from IDE environments.