---
title: "coze-loop vs firecrawl"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/coze-dev-coze-loop-vs-firecrawl-firecrawl"
tools: ["coze-dev-coze-loop", "firecrawl-firecrawl"]
---

# coze-loop vs firecrawl

Neutral, constraint-first comparison with live GitHub stats.

| | [coze-loop](/tools/coze-dev-coze-loop.md) | [firecrawl](/tools/firecrawl-firecrawl.md) |
| --- | --- | --- |
| Tagline | Next-generation AI Agent Optimization Platform | API for searching, scraping, and interacting with the web at scale |
| Stars | 5,590 | 147,199 |
| Forks | 772 | 8,453 |
| Open issues | 65 | 388 |
| Language | Go | TypeScript |
| License | Apache-2.0 | AGPL-3.0 |
| Categories | AI Agents, Evaluation & Observability | AI Agents, Data & Retrieval |

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=coze-dev-coze-loop`](/api/graphcanon/graph?tool=coze-dev-coze-loop)
- 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/_