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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Engineering Milestones

Development Roadmap

Track our progress as we build the open-source AI Career Operating System for software engineers worldwide.

Q1 2026Shipped

167-Agent Registry & Multi-Division Architecture

Compiled 167 specialized AI agents across 19 technical divisions with deterministic JSON validation tests.

Q2 2026Shipped

Model Context Protocol (MCP) Server Integration

Native JSON-RPC 2.0 protocol supporting 31 tool endpoints for Claude Code, Cursor, Windsurf, and Antigravity.

Q3 2026Shipped

20-Language Coding Studio & Algorithm Sandbox

In-browser execution engine for Python, C++, TypeScript, Rust, Go, and Java with test judge telemetry.

Q4 2026In Progress

Voice STAR Mock Interview Simulation & Waveforms

Real-time voice dialog coach with live latency measurement and L6 Staff architecture scoring rubrics.

Q1 2027Planned

Collaborative Cohort Workspaces & Team Calibration

Shared recruitment and university pipeline dashboards with local SQLite synchronization.