Real AI agent use cases, with sources and setup prompts

Swap an open model into Claude Code through Ollama to fix a messy repo

A developer kept his Claude Code setup (CLAUDE.md, skills and terminal) and pointed it at Reflection's open Beam model through Ollama's cloud with one launch command. He gave it his messiest repo: 40 files and a bug he had dodged for a week.

$17/mo15 minutesIntermediateSource linked

Source

@0xMfox on X · 2026-10-19

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

What they did

A developer kept his Claude Code setup (CLAUDE.md, skills and terminal) and pointed it at Reflection's open Beam model through Ollama's cloud with one launch command. He gave it his messiest repo: 40 files and a bug he had dodged for a week.

Result (as claimed)

It found the bug in 11 minutes and wrote the fix with a test; Ollama says the free access is for a limited time.

Tools they used

Cost: Claude Code: from $17/mo.

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 Claude Code, Ollama. 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: Swap an open model into Claude Code through Ollama to fix a messy repo
What the original author did: A developer kept his Claude Code setup (CLAUDE.md, skills and terminal) and pointed it at Reflection's open Beam model through Ollama's cloud with one launch command. He gave it his messiest repo: 40 files and a bug he had dodged for a week.
Reported result (as claimed by the author): It found the bug in 11 minutes and wrote the fix with a test; Ollama says the free access is for a limited time.
Source: https://x.com/0xMfox/status/2112191988405608904
Tools they used: Claude Code, Ollama
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 vibe code an app with Claude Code · How to run local LLMs with AI agents · How to use Claude Code skills and plugins

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