- Exam Code: GH-600
- Exam Name: GitHub Agentic AI Developer
- Updated: Aug 19, 2026
- Q & A: 85 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Prepare agent architecture and SDLC processes | 15–20% | - Define agent purpose, scope, and success criteria - Plan agent deployment, monitoring, and maintenance - Design agent autonomy and decision boundaries - Integrate agents into software development lifecycle |
| Topic 2: Perform evaluation, error analysis, and tuning | 15–20% | - Optimize prompts, tools, and behavior through iteration - Define metrics and quality standards for outputs - Test, validate, and compare agent results - Diagnose failures, hallucinations, and unexpected behavior |
| Topic 3: Orchestrate multi-agent coordination | 15–20% | - Design workflows for multiple agents - Prevent conflicts and manage shared resources - Monitor and troubleshoot multi-agent execution - Define communication and handoff protocols |
| Topic 4: Implement guardrails and accountability | 10–15% | - Ensure compliance, safety, and responsible use - Add validation, review, and approval gates - Log actions, decisions, and changes for audit - Enforce least privilege and security boundaries |
| Topic 5: Implement tool use and environment interaction | 20–25% | - Implement tools, custom actions, and MCP servers - Manage permissions and environment access - Connect agents to codebase, APIs, and external systems - Configure and extend GitHub Copilot agents |
| Topic 6: Manage memory, state, and execution | 10–15% | - Handle execution flow, retries, and interruptions - Implement memory cleanup and expiration rules - Choose memory types: short-term, long-term, external - Scope and persist agent state correctly |
1. Hotspot Question
You have the following agent logs.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
2. You have a GitHub repository that uses the GitHub Copilot coding agent.
Your company restricts GitHub Actions secrets.
Developers need the Copilot coding agent to call an internal dependency-scanning API during its run. The API requires an access token.
You need to ensure that the Copilot coding agent can use the token during execution without accessing the repository's Actions secrets and variables. The solution must prevent exposing the token in plaintext.
What should you do?
A) Store the token in a repository custom instructions file.
B) Store the token in the agent configuration file.
C) Add the token as an Actions repository secret.
D) Add the token as a secret in the Copilot environment.
3. You have a GitHub Enterprise Cloud Organization that uses GitHub Actions for CI/CD.
You plan to enable an agent to update and deploy workflows that access production environment secrets.
You need to select an autonomy level for a compliance-sensitive workflow.
Which autonomy level should you select?
A) read-only analysis with no ability to trigger workflows
B) human-in-the-loop with required manual approvals for production
C) autonomous execution limited to non-production environments
D) fully autonomous execution without approvals
4. During an agentic session, you want to see exactly how many tokens are being consumed by the system prompt, tools, and message history before deciding whether to compact. Which command should you run?
A) /context
B) /tokens
C) /diff
D) /usage
5. Case Study 2
Existing Environment
GitHub Environment
The GitHub environment contains the following:
- Three repositories named product-api, billing-service, and infra-terraform.
- Branch protection on the main branch in all repositories that requires at least one pull request review before merging
- GitHub Actions runners used across all workflows
- A GitHub team named SG_Dev that contains developers
- A GitHub team named SG_Review that contains senior engineers and a security team
- A .github/copilot-instructions.md file that includes general coding conventions for all features Agent environment The product-api repository uses a GitHub Copilot coding agent named agent1 that has the following configurations:
- No custom agent profile is defined.
- A Model Context Protocol (MCP) server named MCP1 is deployed to
https://mcp.litwareinc.internal and provides access to internal ticketing and deployment APIs.
MCP1 requires an API key for authentication.
A second Copilot coding agent named agent2 handles changes in infra-terraform and runs in parallel with agent1 when both agents have open assigned issues.
Copilot memory is NOT enabled for the organization.
Problem Statements
Litware identifies the following issues:
- During two recent sessions, agent1 accessed files in billing-service, which is outside the agent's intended scope.
- agent1 makes code changes immediately after receiving a task.
- A developer named Ben, who is on the SG_Dev team, reports that agent1 completed a session with a successful status and opened a pull request, but the pull request contains no file changes.
Other developers report this intermittently as well.
- Both agent1 and agent2 modified shared/config.yaml in a parallel test run, generating conflicting outputs.
agent1 consistently uses raw try-catch blocks for error handling, which violates the defined implementation guidelines of SG_Dev.
Requirements
Planned Changes
Litware plans to make the following changes:
- Ensure that agent1 can access all the tools in the environment.
- Provide product-api with specific instructions to agent1 without affecting Copilot Chat or Copilot code review.
- Configure MCP1 as a tool for agent1 by modifying the product-api repository MCP configuration.
- Ensure that Copilot retains details that it has learned and uses that knowledge for future work.
This must be applied to all licensed members of the organization.
Implementation guidelines
The development team at Litware identifies the following implementation guidelines:
- Agent workflows must be able to run in parallel.
- Application error handling must use the repository ErrorHandler class.
- agent1 and agent2 must run on isolated branches during parallel execution. File-level conflicts must be detected before merges, and both agents must be able to run concurrently.
Security requirements
Litware identifies the following security requirements:
- Only the members of SG_Review must be able to approve agent1 plan outputs.
- All API keys must be stored and accessed securely.
- The developers must NOT be able to self-approve.
Agent configuration
You need to provide access to the API key of MCP1. The solution must meet the security requirements.
What should you do?
A) Store the API key as a secret in the Copilot environment of product-api by using a name prefix of COPILOT_MCP_, and then reference the variable name in the mcp.json configuration.
B) In product-api, add the API key as a GitHub Actions encrypted secret and reference the secret by using ${{ secrets.KEY }} in the workflow YAML of agent1.
C) Store the API key as a GitHub Codespaces user secret scoped to product-api.
D) In the product-api repository settings, add the API key directly to the .mcp/server.json file by using a plaintext apiKey field.
Solutions:
| Question # 1 Answer: Only visible for members | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: A |
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