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Putting MCP to use in volunteer work: A case study on how I served 39 crew members with Codex

With November approaching, the next round of Shengcai Great Voyages is about to begin. I want to share my experience as a volunteer for the first time in August with fellow community members preparing to sign up. Last time, I was responsible for 39 crew members. Besides answering questions and handling daily communication,

Contributor: A-Liu Bin2026.10.28
Summary

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With November approaching, the next round of Shengcai Great Voyages is about to begin. I want to share my experience as a volunteer for the first time in August with fellow community members preparing to sign up. Last time, I was responsible for 39 crew members. Besides answering questions and handling daily communication, there were several recurring tasks: verifying assignment progress, filtering coach feedback on assignments, writing comments, entering data into Feishu, and finding people willing to share their experiences. I tried using Codex combined with Shengcai MCP and other available tools to participate in these tasks. A batch of likes and comments covered 30 crew members with submission records and 149 assignments. Later, I used AI for an initial screening of 10 contributors.

Our Take

Three things to consider about this case

Why it matters
First, agree on a specific requirement and acceptance criteria, and record the delivery and maintenance effort involved.
Who it suits
Suitable for reference by those who already have similar needs and can verify effectiveness through small tasks.
What to check first
The achievements mentioned in the summary belong to the author's self-report; distinguish between revenue and profit, and consider costs, man-hours, and reproduction conditions.
Our Suggestions / Try This
Who it suits
Teachers and office workers
What to try first
Pick a recurring small task and verify the workflow using a document first.
What to measure
Verify the output content and format, and record the steps actually saved.
Try Document Format Conversion ↗

What should you ask before trying this?

  • What specific need does this practice solve for you?
  • How should the minimum viable test be accepted, and how much time needs to be invested?
  • Which steps still require human processing and continuous maintenance?
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