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 & Research

Developer Blog

Deep architectural breakdowns on agent orchestration, ATS scoring heuristics, and Model Context Protocol (MCP) integrations.

Architecture6 min read

Orchestrating 167 Specialized AI Agents Concurrently

How we built the sub-100ms intent classifier and DAG scheduler to delegate career coaching instructions across 19 divisions.

August 10, 2026Read Article

ATS Systems8 min read

Inside the Forensic Resume STAR Bullet Audits

An in-depth look at keyword calibration algorithms, metric density audits, and high-impact Google XYZ bullet rewriting.

July 24, 2026Read Article

MCP Protocols5 min read

Building 31 Model Context Protocol (MCP) Tools for Coding Assistants

Connecting local resume auditors, salary benchmark negotiators, and mock interview labs directly into Claude Code & Cursor.

July 12, 2026Read Article