Local LLM Setup for Coding in 2026: Ollama (178k Stars) + Continue + Cline - Private AI Pair Programmer

A complete private coding setup: Ollama (177,825 stars) runs the model, Continue (35,326) gives inline autocomplete, Cline (65,673) handles agent tasks - all local, all free, your code never leaves the machine.

💡 What You Will Learn

A complete private coding setup: Ollama (177,825 stars) runs the model, Continue (35,326) gives inline autocomplete, Cline (65,673) handles agent tasks - all local, all free, your code never leaves th

📜 Table of Contents

• The short answer
• Step 1 - Ollama
• Step 2 - Continue (autocomplete + chat)
• Step 3 - Cline (agent tasks)
• Optimizing for coding
• Real numbers
• FAQ

The short answer

The 2026 local coding stack is three tools: Ollama (177,825 stars) serves the model, Continue (35,326 stars) is the VS Code copilot for autocomplete and chat, and Cline (65,673 stars) runs as an autonomous agent for bigger tasks. Setup takes ~20 minutes and costs $0.

Step 1 - Ollama

curl -fsSL https://ollama.com/install.sh | sh
ollama pull qwen2.5-coder:7b
ollama serve   # API on localhost:11434

Step 2 - Continue (autocomplete + chat)

1. Install Continue from the VS Code marketplace.
2. In settings, add a provider: type "Ollama", model qwen2.5-coder:7b.
3. Tab-complete works immediately; highlight code and ask questions in chat.

Step 3 - Cline (agent tasks)

1. Install Cline from the marketplace.
2. Set the API provider to Ollama, model qwen2.5-coder:7b.
3. Give it a task ("add tests for this module") - it plans, edits, runs, and iterates with your approval.

Optimizing for coding

Real numbers

• 7B model + 16GB RAM: ~20-40 tokens/sec - responsive autocomplete.
• The whole stack uses ~6-8GB RAM while running.
• Compared to Copilot (~$10/month): $0, plus your code never leaves the machine.

FAQ

Q: Is autocomplete as good as Copilot? A: Close for common patterns; slightly behind on rare frameworks. The gap shrinks with each model release.

Q: Can I use it with other editors? A: Yes - Continue supports VS Code, JetBrains and Neovim; Cline has VS Code and CLI versions.

Q: What about multiple projects? A: Works fine - models are stateless; add project context via Continue's codebase indexing feature.

❓ FAQ

Is autocomplete as good as Copilot?

Close for common patterns; slightly behind on rare frameworks. The gap shrinks with each model release.

Can I use it with other editors?

Yes - Continue supports VS Code, JetBrains and Neovim; Cline has VS Code and CLI versions.

What about multiple projects?

Works fine - models are stateless; add project context via Continue's codebase indexing feature.