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

# simulate-sdk vs learn-claude-code

*GraphCanon updated Jul 11, 2026*

## Verdict

Pick simulate-sdk when license: simulate-sdk is Apache-2.0, learn-claude-code is MIT; pick learn-claude-code when license: learn-claude-code is MIT, simulate-sdk is Apache-2.0.

[simulate-sdk](https://app.futureagi.com) reports 59 GitHub stars, 5 forks, and 0 open issues, last pushed Jun 30, 2026. [learn-claude-code](https://learn.shareai.run) has 71k stars, 12k forks, and 62 open issues, last pushed Jun 26, 2026. Figures are from public GitHub metadata via [simulate-sdk's repository](https://github.com/future-agi/simulate-sdk) and [learn-claude-code's repository](https://github.com/shareAI-lab/learn-claude-code).

| | [simulate-sdk](/tools/future-agi-simulate-sdk.md) | [learn-claude-code](/tools/shareai-lab-learn-claude-code.md) |
| --- | --- | --- |
| Tagline | Enterprise Grade, Voice AI simulation SDK for testing your AI Agents | Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1 |
| Stars | 59 | 70,653 |
| Forks | 5 | 11,506 |
| Open issues | 0 | 62 |
| Language | Python | Python |
| 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 | Apache-2.0 | MIT License |
| Categories | AI Agents, Developer Tools, Speech & Audio | AI Agents, Developer Tools |

## Trust and health

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

| | [simulate-sdk](/tools/future-agi-simulate-sdk.md) | [learn-claude-code](/tools/shareai-lab-learn-claude-code.md) |
| --- | --- | --- |
| Days since push | 11d | 14d |
| Open issues (now) | 0 | 62 |
| Security scan | No criticals | No lockfile |
| Full report | [trust report](/tools/future-agi-simulate-sdk/trust.md) | [trust report](/tools/shareai-lab-learn-claude-code/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 simulate-sdk if…

- License: simulate-sdk is Apache-2.0, learn-claude-code is MIT.
- Tags unique to simulate-sdk: agentic-ai, ai-agents, evaluation, simulate.
- Also covers Speech & Audio.

### Choose learn-claude-code if…

- License: learn-claude-code is MIT, simulate-sdk is Apache-2.0.
- 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 NOT to use simulate-sdk

- 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.

## 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.

## Common questions

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

simulate-sdk: Enterprise Grade, Voice AI simulation SDK for testing your AI Agents. learn-claude-code: Bash is all you need - A nano claude code–like 「agent harness」, built from 0 to 1. See the comparison table for live GitHub stats and shared categories.

### When should I choose simulate-sdk over learn-claude-code?

Choose simulate-sdk over learn-claude-code when License: simulate-sdk is Apache-2.0, learn-claude-code is MIT; Tags unique to simulate-sdk: agentic-ai, ai-agents, evaluation, simulate; Also covers Speech & Audio.

### When should I choose learn-claude-code over simulate-sdk?

Choose learn-claude-code over simulate-sdk when License: learn-claude-code is MIT, simulate-sdk is Apache-2.0; 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 avoid simulate-sdk?

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.

### 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.

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

learn-claude-code has more GitHub stars (70,653 vs 59). Stars measure visibility, not whether either tool fits your constraints.

### Are simulate-sdk and learn-claude-code open source?

Yes - both are open-source projects on GitHub (simulate-sdk: Apache-2.0, learn-claude-code: MIT).

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

GraphCanon lists graph-backed alternatives at [simulate-sdk alternatives](/tools/future-agi-simulate-sdk/alternatives) and [learn-claude-code alternatives](/tools/shareai-lab-learn-claude-code/alternatives) ([simulate-sdk markdown twin](/tools/future-agi-simulate-sdk/alternatives.md), [learn-claude-code markdown twin](/tools/shareai-lab-learn-claude-code/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/future-agi-simulate-sdk-vs-shareai-lab-learn-claude-code.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.

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

simulate-sdk: Active. learn-claude-code: 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 simulate-sdk and learn-claude-code?

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

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=future-agi-simulate-sdk`](/api/graphcanon/graph?tool=future-agi-simulate-sdk)
- 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/_
