---
title: "learn-claude-code vs Shuffle"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/shareai-lab-learn-claude-code-vs-shuffle-shuffle"
tools: ["shareai-lab-learn-claude-code", "shuffle-shuffle"]
---

# learn-claude-code vs Shuffle

*GraphCanon updated Jul 15, 2026*

## Verdict

Pick learn-claude-code when learn-claude-code is primarily Python; Shuffle is JavaScript; pick Shuffle when shuffle is primarily JavaScript; learn-claude-code is Python.

[learn-claude-code](https://learn.shareai.run) reports 71k GitHub stars, 12k forks, and 62 open issues, last pushed Jun 26, 2026. [Shuffle](https://shuffler.io) has 2.4k stars, 416 forks, and 484 open issues, last pushed Jul 14, 2026. Figures are from public GitHub metadata via [learn-claude-code's repository](https://github.com/shareAI-lab/learn-claude-code) and [Shuffle's repository](https://github.com/Shuffle/Shuffle).

| | [learn-claude-code](/tools/shareai-lab-learn-claude-code.md) | [Shuffle](/tools/shuffle-shuffle.md) |
| --- | --- | --- |
| Tagline | Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1 | Shuffle: A general purpose security automation platform. Our focus is on collaboration and resource sharing. |
| Stars | 70,653 | 2,352 |
| Forks | 11,506 | 416 |
| Open issues | 62 | 484 |
| Language | Python | JavaScript |
| Adopt for | Learn-Claude-Code is a minimalistic development tool leveraging Bash and Python to build an agent harness inspired by Claude coding concepts. | - |
| Persona | - | - |
| Runtime | - | - |
| License | MIT License | AGPL-3.0 |
| Categories | AI Agents, Developer Tools | AI Agents, Developer Tools |

## Trust and health

_Sourced signals - not a safety guarantee. No winner column._

| | [learn-claude-code](/tools/shareai-lab-learn-claude-code.md) | [Shuffle](/tools/shuffle-shuffle.md) |
| --- | --- | --- |
| Maintenance | Active (82%) | Very active (96%) |
| Days since push | 14d | 0d |
| Open issues (now) | 62 | 484 |
| Full report | [trust report](/tools/shareai-lab-learn-claude-code/trust.md) | [trust report](/tools/shuffle-shuffle/trust.md) |

## Decision facts: learn-claude-code

- **Requirements:** Min 1 GB RAM
- **Adopt for:** Learn-Claude-Code is a minimalistic development tool leveraging Bash and Python to build an agent harness inspired by Claude coding concepts.
- **License detail:** MIT License

## Choose when

### Choose learn-claude-code if…

- learn-claude-code is primarily Python; Shuffle is JavaScript.
- License: learn-claude-code is MIT, Shuffle is AGPL-3.0.
- Requirements: Min 1 GB RAM.
- Tags unique to learn-claude-code: agent-development, ai-agent, claude code, educational.
- When you prefer leveraging both Bash scripting and Python for developing AI agents.

### Choose Shuffle if…

- Shuffle is primarily JavaScript; learn-claude-code is Python.
- License: Shuffle is AGPL-3.0, learn-claude-code is MIT.
- Tags unique to Shuffle: automation, cybersecurity, discord, integrations.
- Shuffle ships Docker support for self-hosted deployment.

## When NOT to use learn-claude-code

- For projects requiring extensive front-end integration with complex UI frameworks as Learn-Claude-Code focuses on backend scripting and Python.
- If your project needs a fully-fledged development suite; Learn-Claude-Code offers a more streamlined, educational approach rather than comprehensive feature-rich suites.

## When NOT to use Shuffle

- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.

## Common questions

### What is the difference between learn-claude-code and Shuffle?

learn-claude-code: Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1. Shuffle: Shuffle: A general purpose security automation platform. Our focus is on collaboration and resource sharing.. See the comparison table for live GitHub stats and shared categories.

### When should I choose learn-claude-code over Shuffle?

Choose learn-claude-code over Shuffle when learn-claude-code is primarily Python; Shuffle is JavaScript; License: learn-claude-code is MIT, Shuffle is AGPL-3.0; Requirements: Min 1 GB RAM; Tags unique to learn-claude-code: agent-development, ai-agent, claude code, educational; When you prefer leveraging both Bash scripting and Python for developing AI agents.

### When should I choose Shuffle over learn-claude-code?

Choose Shuffle over learn-claude-code when Shuffle is primarily JavaScript; learn-claude-code is Python; License: Shuffle is AGPL-3.0, learn-claude-code is MIT; Tags unique to Shuffle: automation, cybersecurity, discord, integrations; Shuffle ships Docker support for self-hosted deployment.

### When should I avoid learn-claude-code?

For projects requiring extensive front-end integration with complex UI frameworks as Learn-Claude-Code focuses on backend scripting and Python. If your project needs a fully-fledged development suite; Learn-Claude-Code offers a more streamlined, educational approach rather than comprehensive feature-rich suites.

### When should I avoid Shuffle?

AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.

### Is learn-claude-code or Shuffle more popular on GitHub?

learn-claude-code has more GitHub stars (70,653 vs 2,352). Stars measure visibility, not whether either tool fits your constraints.

### Are learn-claude-code and Shuffle open source?

Yes - both are open-source projects on GitHub (learn-claude-code: MIT, Shuffle: AGPL-3.0).

### Where can I find alternatives to learn-claude-code or Shuffle?

GraphCanon lists graph-backed alternatives at [learn-claude-code alternatives](/tools/shareai-lab-learn-claude-code/alternatives) and [Shuffle alternatives](/tools/shuffle-shuffle/alternatives) ([learn-claude-code markdown twin](/tools/shareai-lab-learn-claude-code/alternatives.md), [Shuffle markdown twin](/tools/shuffle-shuffle/alternatives.md)), ranked by typed relationship edges rather than popularity votes.

### Is there a machine-readable version of this comparison?

Yes. The markdown twin at [this comparison](/compare/shareai-lab-learn-claude-code-vs-shuffle-shuffle.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

### Which is better maintained, learn-claude-code or Shuffle?

learn-claude-code: Active. Shuffle: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.

### Where are the full trust reports for learn-claude-code and Shuffle?

GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [learn-claude-code trust report](/tools/shareai-lab-learn-claude-code/trust); [Shuffle trust report](/tools/shuffle-shuffle/trust).

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=shareai-lab-learn-claude-code`](/api/graphcanon/graph?tool=shareai-lab-learn-claude-code)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_
