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.

Platform Community Ecosystem

Connect with thousands of AI Engineers

Discuss prompt strategies, custom agent definitions, workflow extensions, and share interview preparation guides.

GitHub Discussions

Ask questions, share ideas, and showcase what you've built using the Career Agents framework. Participate in the RFC process for registry upgrades.

Discord Chat Server

Join real-time channels to chat with other job seekers and developers. Get support for local MCP setup and VM compiling execution.

Community Code of Conduct

We are dedicated to providing a harassment-free community experience for everyone, regardless of background, gender, sexual orientation, disability, physical appearance, or technology choices. We expect cooperation from all participants to help ensure a safe, inclusive, and welcoming environment.

Contributing to Career Agents

As an open-source tool, we rely heavily on community contributions. Whether you submit bug reports, improve docs, or implement new agents, you make the platform better.