Real AI agent use cases, with sources and setup prompts

Manage Google Ads campaigns from your agent with a read-write MCP

Unable to afford an agency after spending $150 on one conversion, two Shopify founders built a hosted MCP with Codex that can inspect performance, find wasted spend and create or update campaigns, plus Google Analytics and Tag Manager.

Free tier1 dayIntermediateSource linked

Source

MichalKrk on Hacker News · 2026-09-03 · Project link

Written in our own words. Credit to the original author. Link checked 2026-10-16.

What they did

Unable to afford an agency after spending $150 on one conversion, two Shopify founders built a hosted MCP with Codex that can inspect performance, find wasted spend and create or update campaigns, plus Google Analytics and Tag Manager.

Result (as claimed)

Launched as Adchestra; 15 points on Show HN.

Tools they used

Cost: OpenAI Codex: free plan, paid from $8/mo. Checked 2026-10-14.

Set it up

  1. Pick one goal and metric

    For example replies to outreach, ad ideas per week or landing page conversion.

  2. Set up the tools

    Open OpenAI Codex, Google Ads. Load your offer, audience and examples of what already works.

  3. Generate, then review

    Have the agent research and draft. You approve every message, post or ad before it goes out.

  4. Measure and iterate

    Track the metric for a week, keep what works and feed the results back into the prompt.

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: Manage Google Ads campaigns from your agent with a read-write MCP
What the original author did: Unable to afford an agency after spending $150 on one conversion, two Shopify founders built a hosted MCP with Codex that can inspect performance, find wasted spend and create or update campaigns, plus Google Analytics and Tag Manager.
Reported result (as claimed by the author): Launched as Adchestra; 15 points on Show HN.
Source: https://news.ycombinator.com/item?id=49548962
Tools they used: OpenAI Codex, Google Ads
Category: Marketing & growth

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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