Sixty days ago I cancelled three subscriptions in one afternoon: Cursor ($20/mo), GitHub Copilot ($10/mo), and Windsurf ($15/mo). That's $540/year. I replaced them with a fully local AI coding stack and honestly expected to crawl back within two weeks.
I didn't. Here's the exact setup and the honest numbers.
The free stack
| Tool | Role | Replaces | Cost |
|---|---|---|---|
| Ollama + Qwen2.5-Coder 7B | Local model | Copilot completions | $0 |
| Continue.dev | VS Code extension | Cursor chat | $0 |
| Tabby | Self-hosted completion server | Copilot | $0 |
| MonkeyCode | Agentic coding workflows | Cursor Composer | $0 |
Total: $0/month vs $45/month.
The 60-day scoreboard
| Metric | Paid tools | Free stack |
|---|---|---|
| Inline completion latency | ~300ms | ~180ms (local, no network) |
| Chat quality on refactors | 8/10 | 6/10 |
| Works on a plane | No | Yes |
| Sends my code to the cloud | Yes | No |
| Monthly bill | $45 | $0 |
Setup (20 minutes)
# 1. Ollama + model
curl -fsSL https://ollama.com/install.sh | sh
ollama pull qwen2.5-coder:7b # 4.7GB, runs on 8GB RAM
# 2. Continue.dev — install from VS Code marketplace, then:
// ~/.continue/config.json
{
"models": [{
"title": "Qwen Local",
"provider": "ollama",
"model": "qwen2.5-coder:7b"
}],
"tabAutocompleteModel": {
"title": "Qwen Autocomplete",
"provider": "ollama",
"model": "qwen2.5-coder:1.5b"
}
}
The controversial part
The paid tools are better. Cursor's multi-file edits are genuinely 30% smarter. But here's the thing nobody admits: 90% of my AI usage is autocomplete and "explain this function" — and the free tools do that at 95% of the quality for 0% of the price.
The last 10% isn't worth $540/year. It's worth maybe $50.
The honest downsides
- 7B models hallucinate imports more than GPT-4-class models. Fix: paste the error back, it self-corrects.
- First token latency spikes if the model is cold. Fix:
ollama run qwen2.5-coder:7b --keep-alive 24h. - No fancy "apply to 12 files" button. I use MonkeyCode for multi-file agent tasks instead — it's open source and does the job.
If you want to try the agentic side of this stack, I put my MonkeyCode setup notes here: https://ly.cyberserval.tech/iIETXiF
What's your breaking point — what feature would make you pay $20/month again, or have you already gone full local?
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