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agent-apprenticeship

CLI that loops local coding agents with mentor models and saves reusable lessons

Stars
1.6k
License
MIT
Last commit
Oct 2026
Last release
Jul 2026
Language
Python
Stars, last 21 weeks+1,603
16 Jun 2026: 0 stars23 Jun 2026: 807 stars30 Jun 2026: 1,038 stars7 Jul 2026: 1,235 stars14 Jul 2026: 1,256 stars21 Jul 2026: 1,272 stars28 Jul 2026: 1,284 stars4 Aug 2026: 1,291 stars11 Aug 2026: 1,292 stars18 Aug 2026: 1,295 stars25 Aug 2026: 1,297 stars1 Sept 2026: 1,298 stars8 Sept 2026: 1,299 stars15 Sept 2026: 1,302 stars22 Sept 2026: 1,592 stars29 Sept 2026: 1,594 stars6 Oct 2026: 1,597 stars13 Oct 2026: 1,598 stars20 Oct 2026: 1,599 stars27 Oct 2026: 1,599 stars3 Nov 2026: 1,600 stars10 Nov 2026: 1,603 stars

0 on 16 Jun 20261,603 on 10 Nov 2026

From GitHub's daily star counts.

Checked on GitHub.

Overview

An npm CLI (`apprentice`) that runs a task through a local agent such as Codex, Cursor, Claude Code, OpenCode or a custom command, with a mentor model evaluating each loop iteration. Each run produces an Experience Compilation that can be installed as Runtime Training for later runs or exported to a shared ecosystem. A seed dataset of 505 compilations is published on Hugging Face.

Who it is for: Developers running local coding agents who want reusable task experience

Strengths

  • Works with Codex, Cursor, Claude Code, OpenClaw, OpenCode, Hermes Agent or a custom command template
  • Mentor providers include OpenAI, Anthropic, Gemini and OpenRouter, with keys stored locally
  • Private Internal Only mode keeps experience from being contributed to the public ecosystem
  • Publishes a seed dataset: 500+ tasks, 1000+ traces, 505 experience compilations

Weaknesses

  • Needs a separate agent CLI installed plus a paid mentor provider API key
  • Benefit of installed Runtime Training on agent output is not measured in the README
  • Economic value estimates per task are claimed without a described method
  • Requires Node.js tooling though the repository is detected as Python

What it needs

  • Needs Node.js/npm, A supported agent CLI (Codex, Cursor, Claude Code, etc.), Mentor provider API key
  • Models: OpenAI, Anthropic, Gemini, OpenRouter

Quick answers

Is agent-apprenticeship open source?

Yes. Its code is on GitHub under the MIT license.

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