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mcp vs hello-agents

mcp and hello-agents share 17 technologies: Postgres, oracledb, FastAPI, fastmcp, starlette, uvicorn, bcrypt, langdetect, OpenAI, MCP, jinja2, beautifulsoup4, lxml, pdfplumber, Pydantic, loguru, and kubernetes. Both are written in Python.

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What they share and what sets them apart

awslabs

mcp

Open source MCP Servers for AWS

Python9.9kRead on November 14, 2026, at commit 5d58a6aWhat is mcp built with?

Only in mcp

In common

datawhalechina

hello-agents

📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程

Python86.8kRead on November 12, 2026, at commit 2a506bcWhat is hello-agents built with?

Only in hello-agents

Side by side

SizeLines written by people and agents, without generated ones; code files, without tests.
mcp970,557 lines written1,184 code files
hello-agents227,369 lines written1,215 code files
Who writes itA commit counts as AI's when it carries its signature: a Co-Authored-By line, its author name or the merge of its branch.
mcp2.4% of its commits signed by AIWith Claude Code, GitHub Copilot, and Codex
hello-agents3.3% of its commits signed by AIWith Codex, Claude Code, and Cursor
ActivityFrom GitHub and its history, on the day SeeRepo read it.
mcpLast push November 13, 20262,089 commits9,918 stars
hello-agentsLast push November 11, 2026667 commits86,829 stars
TestsThe files that test the code, and the share of code files a test imports.
mcp1,401 test files77.6% of its code files have a test that imports them
hello-agents103 test files6.8% of its code files have a test that imports them

Frequently asked questions

Which is bigger, mcp or hello-agents?
mcp, with 970,557 lines written; hello-agents has 227,369.

The proof: awslabs/mcp's code at commit 5d58a6a

Which has more GitHub stars, mcp or hello-agents?
hello-agents, with 86,829 stars; mcp has 9,918.

The proof: datawhalechina/hello-agents on GitHub

Which has more tests, mcp or hello-agents?
mcp, with 1,401 test files; hello-agents has 103.

The proof: awslabs/mcp's code at commit 5d58a6a

Which was updated more recently, mcp or hello-agents?
mcp: its last push was on November 13, 2026, and hello-agents's on November 11, 2026.

The proof: awslabs/mcp's commits on GitHub

Which has more commits signed by AI, mcp or hello-agents?
hello-agents: an AI signed 3.3% of its commits, with Codex, Claude Code, and Cursor; in mcp, 2.4%.

The proof: the commits each tool signed in datawhalechina/hello-agents

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