GitHub Copilot CLI Integration

This file integrates with the GitHub Copilot CLI (

@github/copilot

) for agentic workflow execution. The Copilot CLI provides natural language processing capabilities and MCP (Model Context Protocol) server support.

GitHub Copilot CLI Overview

The GitHub Copilot CLI is an experimental AI-powered command-line interface that can:

• Execute natural language prompts via

  copilot --prompt "your instruction"

• Support MCP servers for tool integration
• Generate code, documentation, and provide explanations
• Work with file directories and project contexts
• Integrate with GitHub API and repositories

Installation and Setup

The CLI is installed via npm and requires authentication:

npm install -g @github/copilot

Environment Variables:

• GITHUB_TOKEN

  or

  COPILOT_GITHUB_TOKEN

  : GitHub token for authentication

• XDG_CONFIG_HOME

  : Configuration directory (defaults to

  /tmp/gh-aw/.copilot/

  )

• XDG_STATE_HOME

  : State/cache directory (defaults to

  /tmp/gh-aw/.copilot/

  )

Note: The

COPILOT_CLI_TOKEN

environment variable is no longer supported as of v0.26+. Use

COPILOT_GITHUB_TOKEN

instead.

Core Command Structure

Basic Usage

copilot --prompt "your natural language instruction"

Advanced Options

copilot --add-dir /path/to/project \
        --log-level debug \
        --log-dir /tmp/gh-aw/logs \
        --model gpt-5 \
        --prompt "instruction"

Key Parameters:

• --add-dir

  : Add directory context to the prompt

• --log-level

  : Set logging verbosity (debug, info, warn, error)

• --log-dir

  : Directory for log output

• --model

  : Specify AI model (if supported)

• --prompt

  : Natural language instruction (required to avoid interactive mode)

MCP Server Configuration

Copilot CLI supports MCP servers via JSON configuration at

/tmp/gh-aw/.copilot/mcp-config.json

:

{
  "mcpServers": {
    "github": {
      "type": "local",
      "command": "npx",
      "args": ["@github/github-mcp-server"]
    },
    "playwright": {
      "type": "local", 
      "command": "npx",
      "args": ["@playwright/mcp@latest", "--allowed-hosts", "example.com"]
    },
    "custom-server": {
      "type": "local",
      "command": "python",
      "args": ["-m", "my_server"],
      "env": {
        "API_KEY": "secret"
      }
    }
  }
}

Server Types:

• local

  : Local command execution (equivalent to

  stdio

  in other MCP configs)

• http

  : HTTP-based MCP server
• Built-in servers like GitHub are automatically available

Log Parsing and Output

Expected Log Format

Copilot CLI logs contain:

• Command execution traces
• Tool call information
• Code blocks with language annotations (```language)
• Error and warning messages
• Suggestions and responses

Log Parsing Patterns

When parsing logs in

parse_copilot_log.cjs

:

• Look for command patterns:

  copilot -p

  ,

  github copilot

• Extract code blocks between ``` markers
• Capture responses with

  Suggestion:

  or

  Response:

  prefixes
• Identify errors with

  error:

  and warnings with

  warning:

• Filter out timestamps and shell prompts

Error Handling

Common Error Patterns

• Authentication failures: Missing or invalid

  GITHUB_TOKEN

• MCP server connection issues
• Tool execution timeouts
• Invalid prompt formatting
• Directory permission issues

Best Practices

• Always use

  --prompt

  parameter to avoid interactive blocking
• Set appropriate timeouts for long-running operations
• Validate MCP server configurations before execution
• Handle authentication errors gracefully
• Log detailed error information for debugging

Integration with GitHub Agentic Workflows

Engine Configuration

engine: copilot
# or
engine:
  id: copilot
  version: latest
  model: gpt-5  # defaults to claude-sonnet-4 if not specified

Tool Integration

• GitHub tools are built-in (don't add to MCP config)
• Playwright uses npx launcher instead of Docker
• Safe outputs use dedicated MCP server
• Custom tools require proper MCP server configuration

Authentication

• Use

  COPILOT_GITHUB_TOKEN

  secret for GitHub token
• GitHub Actions default token is incompatible with Copilot CLI
• Must use Personal Access Token (PAT)
• Ensure token has appropriate permissions for repository access
• Token is passed via environment variables to CLI

Note: The

COPILOT_CLI_TOKEN

secret name is no longer supported as of v0.26+.

Development Guidelines

When Working with Copilot Engine Code

• Follow MCP server configuration patterns in

  copilot_engine.go

• Use "local" type instead of "stdio" for MCP servers
• Handle built-in tools (like GitHub) by skipping MCP configuration
• Ensure proper environment variable setup
• Test with various tool combinations

Log Parser Development

• Parse both structured and unstructured log output
• Handle multi-line code blocks correctly
• Extract meaningful error and warning information
• Generate proper markdown for step summaries
• Account for CLI-specific output formats

Testing Considerations

• Mock CLI responses for unit tests
• Test MCP configuration generation
• Validate log parsing with various output formats
• Ensure timeout handling works correctly
• Test authentication scenarios

Command Examples

Basic Code Generation

copilot --prompt "Generate a Python function to calculate fibonacci numbers"

File Analysis

copilot --add-dir /project --prompt "Analyze the code structure and suggest improvements"

GitHub Integration

copilot --add-dir /repo --prompt "Create an issue summarizing the recent changes"

With Logging

copilot --add-dir /tmp/gh-aw \
        --log-level debug \
        --log-dir /tmp/gh-aw/logs \
        --prompt "Review the code and suggest optimizations"

Security Considerations

• Validate all prompts before execution to prevent injection
• Restrict directory access using

  --add-dir

  carefully
• Ensure MCP servers are from trusted sources
• Log sensitive operations for audit trails
• Use least-privilege tokens for authentication
• Sanitize log output before displaying to users

Troubleshooting

CLI Not Found

• Verify npm global installation:

  npm list -g @github/copilot

• Check PATH includes npm global bin directory
• Try reinstalling:

  npm uninstall -g @github/copilot && npm install -g @github/copilot

Authentication Issues

• GitHub Actions Token Incompatibility: The default

  GITHUB_TOKEN

  does NOT work with Copilot CLI
• Verify you're using a Personal Access Token in

  COPILOT_GITHUB_TOKEN

  secret
• Verify the token is associated with a Copilot-enabled GitHub account
• For GitHub Enterprise, contact admin for Copilot CLI token access

MCP Server Issues

• Validate JSON configuration syntax
• Check server command availability
• Verify network connectivity for HTTP servers
• Review server logs for connection errors

Performance Issues

• Reduce directory scope with targeted

  --add-dir

• Lower log level to reduce I/O overhead
• Set appropriate timeouts for operations
• Monitor token usage and rate limits