Leverage the GitHub MCP server to automate review and issue creation directly from VS Code.
Prerequisites:
- Server shows as
Running(see Step 1 setup). - MCP server is enabled in Copilot Chat tools picker.
Goal:
- Generate a structured improvement report.
- Automatically create issues for the highest‑priority items.
Workflow:
- Checkout the main branch
git checkout main git pull origin main
- Open Copilot Chat (Agent Mode).
- (Optional) Select a planning or default agent; ensure MCP tools are active.
- Send the Review Prompt below.
- Inspect the response and optionally refine.
- Send the Issue Creation Prompt to open GitHub issues.
- Verify issues on GitHub.com.
Review Prompt (copy into chat):
Review the repository. List the top 5 improvement opportunities grouped by category:
Architecture, Code Quality, Testing, Documentation.
For each item provide:
- Short title
- One sentence justification
- Priority (High | Medium | Low)
- Suggested acceptance criteria (bullet list)
Return as a markdown table.
Issue Creation Prompt (after you agree with the list):
For the top 3 HIGH priority items, create GitHub issues. Each issue must include:
- Clear title
- Problem statement (why it matters)
- Proposed solution outline
- Acceptance criteria (bullet list)
- Labels: enhancement, prioritization/high
Respond with confirmation and the created issue numbers.
Verification:
- Open GitHub in browser → Issues tab.
- Confirm 3 new issues exist with correct labels and structured description.
- Check acceptance criteria clarity; edit manually if further refinement needed.
Extend your workflow with additional MCP servers:
- MCP Servers Directory — Browse the full collection
- Azure DevOps MCP — Manage work items, pipelines, and repos
- CodeScene MCP — Code health and behavioral analysis
- 10 Microsoft MCP Servers — Curated list to accelerate development
- Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors
Previous: Step 9 — Merge PR to your fork's main branch
Next: Step 11 — Assign Coding agent for a selected issue