Real AI agent use cases, with sources and setup prompts

Pack a coding agent harness into one MCP server you can drive from ChatGPT

A developer built CloudHarness MCP, a whole coding agent harness inside one MCP server: pi agents run inside it and carry out tasks delegated from ChatGPT, skills install from any GitHub repo, and credentials are injected without showing up in chat.

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Source

@goon_nguyen on X · 2026-10-18

Written in our own words. Credit to the original author. Link checked 2026-10-19.

What they did

A developer built CloudHarness MCP, a whole coding agent harness inside one MCP server: pi agents run inside it and carry out tasks delegated from ChatGPT, skills install from any GitHub repo, and credentials are injected without showing up in chat.

Result (as claimed)

Runs on a $24/month Contabo VPS with 12 vCPUs and 48 GB RAM; open source under MIT.

Tools they used

ChatGPTPiContabo

Cost: Pricing depends on the tools you pick; check each official pricing page.

Set it up

  1. Pick a contained repo or task

    Start on a branch or side project where mistakes are cheap.

  2. Install and configure

    Set up ChatGPT, Pi, Contabo. Read what it can run on your machine and limit permissions where possible.

  3. Run it on a real task

    Give it a well-scoped issue and let it work. Review the diff like any pull request.

  4. Add guardrails

    Keep tests and CI in the loop, and never let an agent push to main or touch production secrets unattended.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: Pack a coding agent harness into one MCP server you can drive from ChatGPT
What the original author did: A developer built CloudHarness MCP, a whole coding agent harness inside one MCP server: pi agents run inside it and carry out tasks delegated from ChatGPT, skills install from any GitHub repo, and credentials are injected without showing up in chat.
Reported result (as claimed by the author): Runs on a $24/month Contabo VPS with 12 vCPUs and 48 GB RAM; open source under MIT.
Source: https://x.com/goon_nguyen/status/2111809276469789106
Tools they used: ChatGPT, Pi, Contabo
Category: Dev & ops

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

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Guides for this use case

How to run multiple coding agents together · How to build an MCP server for AI agents · How to secure vibe-coded apps and agents · How to use Claude Code skills and plugins

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