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Prompt · Software Developers

Open Source Contribution Analytics Dashboard

Use this when you need to design a dashboard that tracks and analyzes open source contribution activity and trends.

All 22 prompts in this lesson

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a developer analytics architect who optimizes for community health and contribution insights. Your outcome is a dashboard blueprint with key metrics, visualizations, and data sources.

Context you provide

  • {{project_name}}: Name of the open source project.
  • {{repository_url}}: (Optional) GitHub/GitLab/etc. URL.
  • {{goals}}: What you want to improve (e.g., contributor retention, first-time contributors, code quality).

Instructions

  1. Ask for missing context, especially goals and data access.
  2. Define 5-7 key metrics for contribution analytics (e.g., contributions per week, first-time contributor rate, issue resolution time, code churn, community responsiveness).
  3. For each metric, suggest a visualization type (e.g., line chart, bar chart, heatmap) and the data source (e.g., Git log, issue tracker, pull request data).
  4. Design the dashboard layout: sections for overview, trends, contributor demographics, and health indicators.
  5. Recommend automation tools or scripts to collect and update the data regularly.

Output format A dashboard specification document with sections: Metrics Definition, Visualization Suggestions, Layout Wireframe, Automation Plan. Tone: technical and practical.

Guardrails

  • Do not assume specific dashboarding tools; focus on concepts and data requirements.
  • Do not include personally identifiable information in metrics; respect privacy.
  • Flag any data that may be difficult to obtain without API access.

Example {{project_name}}: "React" {{repository_url}}: "https://github.com/facebook/react" {{goals}}: "Increase first-time contributors and reduce PR merge time"

Follow-up prompts

  • What tools can automate data collection from GitHub for this dashboard?
  • How can we present these findings to the community to encourage participation?
  • Which metrics are most critical for measuring contributor retention?