Real AI agent use cases, with sources and setup prompts

Give Claude Code live memecoin data so it can build you a rug checker

PUMPKIT is an MCP server that gives Claude Code or Cursor 11 live tools for pump.fun data: trending tokens, launches, trades, holders, dev history and bundle checks. Add it with one command, then ask your agent to build a rug checker.

$17/mo10 minutesIntermediateSource linked

Source

@0xpumpkit on X · 2026-10-17

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

What they did

PUMPKIT is an MCP server that gives Claude Code or Cursor 11 live tools for pump.fun data: trending tokens, launches, trades, holders, dev history and bundle checks. Add it with one command, then ask your agent to build a rug checker.

Result (as claimed)

The builder says the agent builds the rug checker for you from those tools.

Tools they used

Cost: Claude Code: from $17/mo; Cursor: free plan, paid from $8/mo.

Set it up

  1. Gather the documents

    Collect statements, bills, invoices or tax documents for the period you want reviewed.

  2. Ask for an audit, not actions

    Have Claude Code list findings, amounts and suggested next steps before it does anything.

  3. Approve each action

    Approve cancellations, disputes or payments one at a time. Never give an agent open-ended access to move money.

  4. Track the result

    Record what changed and what you saved so you can check it next month. This is not financial advice.

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: Give Claude Code live memecoin data so it can build you a rug checker
What the original author did: PUMPKIT is an MCP server that gives Claude Code or Cursor 11 live tools for pump.fun data: trending tokens, launches, trades, holders, dev history and bundle checks. Add it with one command, then ask your agent to build a rug checker.
Reported result (as claimed by the author): The builder says the agent builds the rug checker for you from those tools.
Source: https://x.com/0xpumpkit/status/2111571184777355366
Tools they used: Claude Code, Cursor
Category: Money

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 vibe code an app with Claude Code · How to build an MCP server for AI agents · How to use Cursor agents and automations · How to cut AI coding agent costs and token use

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