Microsoft GH-600 Valid Test : GitHub Agentic AI Developer

  • Exam Code: GH-600
  • Exam Name: GitHub Agentic AI Developer
  • Updated: Aug 07, 2026
  • Q&As: 85 Questions and Answers

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Microsoft GH-600 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Implement tool use and environment interaction20–25%- MCP server configuration
  • 1. Configure registries and allow lists
    • 2. Add MCP servers to agents
      - Safe execution and error handling
      • 1. Retries and rollback strategies
        • 2. Escalation paths and traceability
          - Development environment integration
          • 1. Scope agents to repositories or branches
            • 2. Enable CI-based agent execution
              • 3. Enable autonomous actions (PRs, branches)
                - Agent tool configuration
                • 1. Select and configure tools
                  • 2. Configure tool permissions and scope
                    Topic 2: Evaluation, error analysis, and tuning15–20%- Failure analysis
                    • 1. Classify reasoning, tool, and context errors
                      • 2. Analyze logs, traces, and artifacts
                        - Tuning agent behavior
                        • 1. Optimize memory usage and constraints
                          • 2. Refine prompts, tools, and workflows
                            - Define evaluation criteria
                            • 1. Generate automated evaluation signals
                              • 2. Define success metrics and constraints
                                Topic 3: Orchestrate multi-agent coordination15–20%- Lifecycle management
                                • 1. Add/replace/retire agents safely
                                  - Observability and auditability
                                  • 1. Generate logs and artifacts for review
                                    • 2. Document agent handoffs and decisions
                                      - Multi-agent workflows
                                      • 1. Resolve conflicts and overlaps
                                        • 2. Coordinate parallel agent execution
                                          - Failure handling and recovery
                                          • 1. Detect stalled or degraded agents
                                            • 2. Implement rollback and recovery patterns
                                              Topic 4: Prepare agent architecture and SDLC processes15–20%- Observability and control
                                              • 1. Produce inspectable artifacts in GitHub
                                                • 2. Define autonomy levels and guardrails
                                                  • 3. Enable human-in-the-loop controls
                                                    - Planning vs execution boundaries
                                                    • 1. Validate structured agent plans
                                                      • 2. Prevent execution before approval
                                                        • 3. Separate planning and execution phases
                                                          - Integrate agents into SDLC workflows
                                                          • 1. Define inputs, outputs, and success criteria
                                                            • 2. Define agent steps in SDLC
                                                              • 3. Identify and mitigate agent anti-patterns
                                                                Topic 5: Implement guardrails and accountability10–15%- Guardrails and human-in-the-loop
                                                                • 1. Enforce least-privilege execution
                                                                  • 2. Require approvals for sensitive actions
                                                                    - Autonomy and risk levels
                                                                    • 1. Assign autonomy levels with compliance constraints
                                                                      • 2. Classify agent actions by risk
                                                                        Topic 6: Manage memory, state, and execution10–15%- State persistence and drift control
                                                                        • 1. Persist task progress as artifacts
                                                                          • 2. Detect and correct context drift
                                                                            - Cross-tool continuity
                                                                            • 1. Share state across tools and environments
                                                                              • 2. Prevent stale or conflicting context
                                                                                - Agent memory strategies
                                                                                • 1. Memory scoping and expiration rules
                                                                                  • 2. Short-term vs long-term memory selection

                                                                                    Microsoft GitHub Agentic AI Developer Sample Questions:

                                                                                    1. Hotspot Question
                                                                                    You have a GitHub repository that uses GitHub Actions for CI.
                                                                                    Your team is piloting the GitHub Copilot coding agent to autonomously create branches and open pull requests. The repository follows trunk-based development that uses main as the default branch.
                                                                                    You need to ensure that the agent meets the following requirements:
                                                                                    - Changes to main can occur only by using pull requests that have at
                                                                                    least one approval.
                                                                                    - When a pull request is opened, a validation workflow runs, and the
                                                                                    agent can still create branches and open pull requests autonomously.
                                                                                    How should you configure the repository? To answer, select the appropriate options in the answer area.
                                                                                    NOTE: Each correct selection is worth one point.


                                                                                    2. You have a GitHub Copilot coding agent named CodeAgent. The .agent.md file of CodeAgent contains the following YAML frontmatter.
                                                                                    ---
                                                                                    name: CodeAgent
                                                                                    description: Performs repository analysis and code review tasks.
                                                                                    tools: ['edit', 'execute', 'read', 'search']
                                                                                    ---
                                                                                    You need to issue a GitHub Copilot CLI command that preserves execution velocity for read-only tasks by eliminating approval prompts for low-risk tools. The solution must ensure that high-risk tools that can make changes remain available but still require explicit user approval before running.
                                                                                    Which command should you run?

                                                                                    A) copilot agent run CodeAgent --allow-all-tools
                                                                                    B) copilot agent run CodeAgent --deny-tool 'edit,execute'
                                                                                    C) copilot agent run CodeAgent
                                                                                    D) copilot agent run CodeAgent --allow-tool 'read,search' --deny-tool 'edit,execute'
                                                                                    E) copilot agent run CodeAgent --allow-tool 'read,search'


                                                                                    3. A designated top-level instructions file is used by some agentic tools to describe overall repository purpose, build/test commands, and conventions in a tool-agnostic way (usable across multiple AI coding agents, not just Copilot). What is this file commonly called?

                                                                                    A) copilot-setup-steps.yml
                                                                                    B) copilot-instructions.md
                                                                                    C) agents.md
                                                                                    D) .copilotignore


                                                                                    4. You use a GitHub Actions workflow to orchestrate a multi-agent draft-review process for pull requests. The workflow uploads a single combined review-package artifact at the end of each run.
                                                                                    You discover that the review-package artifact is occasionally missing from the workflow run history, and you suspect that a user deleted it.
                                                                                    You need to identify which user manually deleted a workflow run artifact and when the deletion occurred.
                                                                                    What should you use?

                                                                                    A) the merge commit history
                                                                                    B) the pull request description and comment history
                                                                                    C) the artifact.destroy audit log event
                                                                                    D) the checks.delete_logs audit log event


                                                                                    5. Your organization wants to ensure the Copilot coding agent cannot push directly to main, and all its changes must go through a pull request review process like any other contributor. What enforces this?

                                                                                    A) /context
                                                                                    B) copilot-instructions.md
                                                                                    C) Standard branch protection rules on the main branch
                                                                                    D) .copilotignore


                                                                                    Solutions:

                                                                                    Question # 1
                                                                                    Answer: Only visible for members
                                                                                    Question # 2
                                                                                    Answer: D
                                                                                    Question # 3
                                                                                    Answer: C
                                                                                    Question # 4
                                                                                    Answer: C
                                                                                    Question # 5
                                                                                    Answer: C

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