Guide

Migrating from GitHub Copilot to open-source tools

A practical guide to migrating from GitHub Copilot to open-source AI coding tools, including Continue, Aider, OpenCode, and local model workflows.

Quick framework

  1. Identify which Copilot features your team actually uses daily.
  2. Map each feature to an open-source equivalent.
  3. Run a pilot with one tool on one project for a week.
  4. Collect feedback on completion quality, latency, and workflow fit.
  5. Roll out gradually — don't switch the whole team at once.

Migration map

Copilot featureOpen-source replacement
Inline completionsContinue with local or hosted models
Chat and code explanationContinue chat, Aider chat mode
Multi-file editsAider, OpenCode, Claude Code
PR summaries and reviewsOpenCode, Claude Code with git diff context
Enterprise admin controlsSelf-hosted Continue + local model server
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