A comprehensive, docs-first toolkit for measuring GitHub Copilot adoption and proving ROI. Built for engineering leaders, DevEx teams, FinOps, and platform teams.
This toolkit provides a structured approach to measuring GitHub Copilot's impact across two phases:
- Adoption — Who's using Copilot, where, and how deeply?
- Impact & ROI — Is it improving delivery outcomes? How do you quantify ROI defensibly?
This is not an adoption guide. It's a measurement guide. It assumes you've rolled out Copilot and now need to prove value.
| Audience | What you'll find |
|---|---|
| Engineering Leaders (CTO, VP Eng) | ROI frameworks, executive templates, outcome correlation |
| DevEx / Platform Teams | Dashboards, APIs, data pipelines, measurement playbooks |
| FinOps / Procurement | Cost analysis, license utilization, ROI one-pagers |
| Copilot Admins | Usage metrics, scope/limitations, API reference |
| Champions & Analysts | Tool catalog, BI integrations, dashboard recipes |
Choose your path based on where you are:
| Path | Description | Start Here |
|---|---|---|
| 🟢 Quick Start | Native dashboards, minimal setup | Quick Start |
| 🟡 Analytics-Ready | NDJSON exports + BI tools | Analytics-Ready |
| 🔴 Outcome Correlation | DORA + Copilot correlation via DevLake | Outcome Correlation |
The full toolkit is available as a browsable documentation site:
# Local development
pip install mkdocs-material
mkdocs serveThen open http://localhost:8000.
docs/ # All documentation content
├── index.md # Home page
├── measurement-journey # The 2-phase framework
├── adoption/ # Phase 1: Adoption metrics, playbooks, tools
├── impact/ # Phase 2: Impact, ROI framework, DORA correlation
├── dashboards-data-sources # Native dashboards, APIs, exports
├── tool-catalog # 7 tools compared
├── exec-templates/ # Reusable exec artifacts
├── faq-glossary # Common questions + terms
└── references # All sources
scripts/ # Helper scripts for data pulls
data-samples/ # Example NDJSON schemas + mock data
See CONTRIBUTING.md for how to update and extend this toolkit.