---
title: "llm-action vs uptrain"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/liguodongiot-llm-action-vs-uptrain-ai-uptrain"
tools: ["liguodongiot-llm-action", "uptrain-ai-uptrain"]
---

# llm-action vs uptrain

Neutral, constraint-first comparison with live GitHub stats.

| | [llm-action](/tools/liguodongiot-llm-action.md) | [uptrain](/tools/uptrain-ai-uptrain.md) |
| --- | --- | --- |
| Tagline | 分享大模型技术原理与实战经验，涵盖工程化和应用落地 | Unified platform for evaluating and improving Generative AI applications. |
| Stars | 24,670 | 2,354 |
| Forks | 2,818 | 202 |
| Open issues | 18 | 55 |
| Language | HTML | Python |
| License | Apache-2.0 | Apache-2.0 |
| Categories | Inference & Serving, Evaluation & Observability, Model Training, LLM Frameworks, Developer Tools | Evaluation & Observability |

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=liguodongiot-llm-action`](/api/graphcanon/graph?tool=liguodongiot-llm-action)
- 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/_