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huggingface/agents-course

Hugging Face built an agent course that teaches the competition

To teach developers agent engineering from scratch using smolagents, LangGraph, and LlamaIndex, capped by an automated benchmark.

agents-course
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What it does The repository hosts the Hugging Face Agents Course, a free MDX-based curriculum that moves from agent fundamentals through framework-specific implementation to a final, benchmarked project. It covers how agents use LLMs, function calling, and special tokens, then dives into building with smolagents, LangGraph, and LlamaIndex. The course wraps up with automated evaluation and a leaderboard for student submissions.

The interesting bit The course gives roughly equal billing to smolagents, LangGraph, and LlamaIndex—an unusual move for a framework vendor—and even includes a bonus unit on fine-tuning LLMs for function calling. The finale treats agent building as an engineering challenge rather than passive reading: students create, test, and certify their work against an automated benchmark.

Key highlights

  • Four core units plus three bonus tracks, including observability, function-calling fine-tuning, and a Pokemon-playing agent unit
  • Explicit coverage of smolagents, LangGraph, and LlamaIndex
  • Final project includes automated evaluation and a student leaderboard
  • Source content is open and written in MDX
  • Prerequisites are minimal: basic Python and passing familiarity with LLMs

Verdict Worth bookmarking if you want a structured, framework-agnostic on-ramp to agent development. If you are already running production multi-agent systems, you are not the target audience.

Frequently asked

What is huggingface/agents-course?
To teach developers agent engineering from scratch using smolagents, LangGraph, and LlamaIndex, capped by an automated benchmark.
Is agents-course open source?
Yes — huggingface/agents-course is open source, released under the Apache-2.0 license.
What language is agents-course written in?
huggingface/agents-course is primarily written in MDX.
How popular is agents-course?
huggingface/agents-course has 30.3k stars on GitHub and is currently accelerating.
Where can I find agents-course?
huggingface/agents-course is on GitHub at https://github.com/huggingface/agents-course.

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