Curated resources organized by role and use case to help you understand, govern, and optimize GitHub Copilot with usage-based billing.
- Getting Started
- Cost & Governance
- Optimization & Performance
- Learning & Webinars
- API & Integration
- Roadmap
- Holiday Workbook
- Interactive Web Version
- Contributing
Resources for understanding the fundamentals of Copilot UBB, pricing models, and setup.
- GitHub Copilot Documentation
- GitHub Copilot Billing Documentation
- Usage-Based Billing for Organizations and Enterprises
- GitHub Copilot Usage-Based Billing Announcement
- Models and Pricing for GitHub Copilot
- AI Model Comparison
- Understanding Copilot Budgeting
- Budgets for Usage-Based Billing
Resources for finance teams, admins, and governance stakeholders to manage costs and align with organizational policies.
- Token Economics: The Atomic Unit of AI Value (FinOps Foundation)
- Linux Foundation Announces Intent to Launch the Tokenomics Foundation
Resources for engineers and technical teams focused on improving token efficiency and model performance.
- Improving Token Efficiency in GitHub Copilot
- Getting More From Each Token: How Copilot Improves Context Handling and Model Routing
- Context Engineering
- Improve Agent Quality and Token Optimization
- Evaluating Performance and Efficiency of the GitHub Copilot Agentic Harness Across Models and Tasks
- One run can't rank two coding agents — Copilot Ledger
- Token Optimization Best Practices – Visual Guide
- Measuring GenAI Impact – Well-Architected Scenario
- GitHub Copilot · Usage-Based Billing Toolkit
- Copilot Panorama — Efficiency Tips
Self-paced learning, training modules, and live webinar sessions for all skill levels.
- Usage-Based Billing with Confidence: GitHub Billing Platform Controls
- Usage-Based Billing with Confidence: Agent Quality & Token Optimization
| Language | Link |
|---|---|
| English | Recap Video |
| Spanish | Recap Video |
| Japanese | Recap Video |
| Korean | Recap Video |
| Traditional Chinese - Taiwan | Recap Video |
| Simplified Chinese - China | Recap Video |
| German | Recap Video |
| Language | Link |
|---|---|
| English | Recap Video |
| Spanish | Recap Video |
| Korean | Recap Video |
| French | Recap Video |
| Japanese | Recap Video |
Developer resources for integrating Copilot billing with your systems and community tools.
- microsoft/apm
- github/awesome-copilot
- DietrichGebert/ponytail
- rtk-ai/rtk
- edouard-claude/snip
- amgdy/copilot-finops-automation: Automation for managing GitHub Copilot budget controls, cost center membership, and enterprise billing governance using GitHub Actions and GitHub APIs.
GitHub Roadmap resources and upcoming features for Copilot and related services.
This repository also includes The GitHub Holiday Workbook in two formats:
- HTML workbook experience, available from the Summer Edition view inside the interactive site.
- PDF download for offline sharing or printing.
This repository also includes an interactive version of these resources in index.html, with tabbed navigation, theme support, and a Summer Edition workbook view.
- Open index.html directly in your browser to browse the resource library and workbook, or
- Serve the folder with a local static server for stricter CSP behavior testing.
Contributions are welcome. If you want to add or update links:
- Prefer official documentation, reputable community references, or durable recorded resources.
- Group new links under the most relevant existing section.
- Keep labels concise and descriptive.
- Remove or replace broken/outdated links when possible.
External links are provided for convenience and may change over time. Verify pricing, policy, and feature details against the official GitHub documentation before making operational or financial decisions.