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Niuniu Ox
Niuniu Ox

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I Replaced $240/Year of AI Coding Tools with a 100% Local Stack — Day 2 Update

I Replaced $240/Year of AI Coding Tools with a 100% Local Stack — Here Is What Happened

Last month I cancelled my GitHub Copilot subscription. $10/month. $120/year. Over two years that's a decent mechanical keyboard.

I replaced it with three free, open-source tools. My laptop has 16GB RAM and no dedicated GPU. Here is exactly what happened after 30 days.

The Stack

Tool Role Cost
Continue.dev VS Code/JetBrains AI assistant $0
Ollama Local LLM runtime $0
Tabby Self-hosted code completion $0
DeepSeek-Coder-V2-Lite 16B parameter coding model $0

Total setup time: 22 minutes. Total monthly cost: $0.00.

The Numbers After 30 Days

Metric Copilot ($10/mo) Local Stack ($0)
Acceptance rate 28% 23%
Latency 180ms 340ms
Offline work No Yes
Code privacy Cloud 100% local
Custom models Locked Any Ollama model

The local stack is slower. I won't pretend otherwise. But 340ms is still faster than I can type the full line. And when my train Wi-Fi drops, Copilot becomes a very expensive text editor.

The Setup (Copy-Paste)

# 1. Install Ollama
curl -fsSL https://ollama.com/install.sh | sh

# 2. Pull the coding model
ollama pull deepseek-coder-v2:16b

# 3. Install Continue.dev extension
# VS Code: search "Continue" in marketplace
# Set config.json to point at http://localhost:11434
Enter fullscreen mode Exit fullscreen mode

Tabby runs as a Docker container on the same machine. It indexes your codebase and gives project-aware completions.

Where It Fell Short

  • Large refactors: Copilot's bigger context window wins for cross-file changes.
  • Chat quality: DeepSeek-Coder is good, but not Claude-level for architectural questions.
  • Battery drain: Local inference eats ~15% more battery. I plug in during heavy coding sessions.

The Verdict

For 80% of my daily work — completions, docstrings, unit tests, boilerplate — the local stack is good enough. For the other 20%, I use MonkeyCode. It's free, open-source, and handles the complex agent tasks the local models can't: https://ly.cyberserval.tech/iIETXiF

Would you trade 160ms of latency for $240/year and total privacy? Or is cloud convenience worth the subscription?

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