---
title: "ECC vs python-sdk"
type: "comparison"
canonical_url: "https://www.graphcanon.com/compare/affaan-m-ecc-vs-modelcontextprotocol-python-sdk"
tools: ["affaan-m-ecc", "modelcontextprotocol-python-sdk"]
---

# ECC vs python-sdk

Neutral, constraint-first comparison with live GitHub stats.

| | [ECC](/tools/affaan-m-ecc.md) | [python-sdk](/tools/modelcontextprotocol-python-sdk.md) |
| --- | --- | --- |
| Tagline | The agent harness performance optimization system | Python SDK for Model Context Protocol |
| Stars | 226,991 | 23,555 |
| Forks | 34,707 | 3,618 |
| Open issues | 73 | 529 |
| Language | JavaScript | Python |
| License | MIT | MIT |
| Categories | AI Agents, Developer Tools | Developer Tools |

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=affaan-m-ecc`](/api/graphcanon/graph?tool=affaan-m-ecc)
- 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/_