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1381 lines (1244 loc) · 62.1 KB
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#
# ___ _ _
# / _ \ | | (_)
# | |_| | __ _ ___ _ __ | |_ _ ___
# | _ |/ _` |/ _ \ '_ \| __| |/ __|
# | | | | (_| | __/ | | | |_| | (__
# \_| |_/\__, |\___|_| |_|\__|_|\___|
# __/ |
# _ _ |___/
# | | | | / _| |
# | | | | ___ _ __ _ __| |_| | _____ ____
# | |/\| |/ _ \ '__| |/ /| _| |/ _ \ \ /\ / / ___|
# \ /\ / (_) | | | | ( | | | | (_) \ V V /\__ \
# \/ \/ \___/|_| |_|\_\|_| |_|\___/ \_/\_/ |___/
#
# This file was automatically generated by gh-aw (v0.36.0). DO NOT EDIT.
#
# To update this file, edit the corresponding .md file and run:
# gh aw compile
# For more information: https://github.com/githubnext/gh-aw/blob/main/.github/aw/github-agentic-workflows.md
#
# Daily advisor that analyzes the repository for opportunities to add, enhance, or improve agentic workflows based on Pelis Agent Factory patterns
#
# Resolved workflow manifest:
# Imports:
# - shared/mcp-pagination.md
name: "Pelis Agent Factory Advisor"
"on":
schedule:
- cron: "49 20 * * *"
# Friendly format: daily (scattered)
workflow_dispatch:
permissions:
actions: read
contents: read
discussions: read
issues: read
pull-requests: read
concurrency:
group: "gh-aw-${{ github.workflow }}"
run-name: "Pelis Agent Factory Advisor"
jobs:
activation:
runs-on: ubuntu-slim
permissions:
contents: read
outputs:
comment_id: ""
comment_repo: ""
steps:
- name: Setup Scripts
uses: githubnext/gh-aw/actions/setup@v0.36.0
with:
destination: /opt/gh-aw/actions
- name: Check workflow file timestamps
uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
env:
GH_AW_WORKFLOW_FILE: "pelis-agent-factory-advisor.lock.yml"
with:
script: |
const { setupGlobals } = require('/opt/gh-aw/actions/setup_globals.cjs');
setupGlobals(core, github, context, exec, io);
const { main } = require('/opt/gh-aw/actions/check_workflow_timestamp_api.cjs');
await main();
agent:
needs: activation
runs-on: ubuntu-latest
permissions:
actions: read
contents: read
discussions: read
issues: read
pull-requests: read
concurrency:
group: "gh-aw-copilot-${{ github.workflow }}"
env:
GH_AW_MCP_LOG_DIR: /tmp/gh-aw/mcp-logs/safeoutputs
GH_AW_SAFE_OUTPUTS: /tmp/gh-aw/safeoutputs/outputs.jsonl
GH_AW_SAFE_OUTPUTS_CONFIG_PATH: /opt/gh-aw/safeoutputs/config.json
GH_AW_SAFE_OUTPUTS_TOOLS_PATH: /opt/gh-aw/safeoutputs/tools.json
outputs:
has_patch: ${{ steps.collect_output.outputs.has_patch }}
model: ${{ steps.generate_aw_info.outputs.model }}
output: ${{ steps.collect_output.outputs.output }}
output_types: ${{ steps.collect_output.outputs.output_types }}
steps:
- name: Setup Scripts
uses: githubnext/gh-aw/actions/setup@v0.36.0
with:
destination: /opt/gh-aw/actions
- name: Checkout repository
uses: actions/checkout@93cb6efe18208431cddfb8368fd83d5badbf9bfd # v5.0.1
with:
persist-credentials: false
- name: Create gh-aw temp directory
run: bash /opt/gh-aw/actions/create_gh_aw_tmp_dir.sh
# Cache memory file share configuration from frontmatter processed below
- name: Create cache-memory directory
run: bash /opt/gh-aw/actions/create_cache_memory_dir.sh
- name: Restore cache memory file share data
uses: actions/cache/restore@0057852bfaa89a56745cba8c7296529d2fc39830 # v4.3.0
with:
key: memory-${{ github.workflow }}-${{ github.run_id }}
path: /tmp/gh-aw/cache-memory
restore-keys: |
memory-${{ github.workflow }}-
memory-
- name: Configure Git credentials
env:
REPO_NAME: ${{ github.repository }}
SERVER_URL: ${{ github.server_url }}
run: |
git config --global user.email "github-actions[bot]@users.noreply.github.com"
git config --global user.name "github-actions[bot]"
# Re-authenticate git with GitHub token
SERVER_URL_STRIPPED="${SERVER_URL#https://}"
git remote set-url origin "https://x-access-token:${{ github.token }}@${SERVER_URL_STRIPPED}/${REPO_NAME}.git"
echo "Git configured with standard GitHub Actions identity"
- name: Checkout PR branch
if: |
github.event.pull_request
uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
env:
GH_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
with:
github-token: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
script: |
const { setupGlobals } = require('/opt/gh-aw/actions/setup_globals.cjs');
setupGlobals(core, github, context, exec, io);
const { main } = require('/opt/gh-aw/actions/checkout_pr_branch.cjs');
await main();
- name: Validate COPILOT_GITHUB_TOKEN secret
run: /opt/gh-aw/actions/validate_multi_secret.sh COPILOT_GITHUB_TOKEN GitHub Copilot CLI https://githubnext.github.io/gh-aw/reference/engines/#github-copilot-default
env:
COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
- name: Install GitHub Copilot CLI
run: |
# Download official Copilot CLI installer script
curl -fsSL https://raw.githubusercontent.com/github/copilot-cli/main/install.sh -o /tmp/copilot-install.sh
# Execute the installer with the specified version
export VERSION=0.0.375 && sudo bash /tmp/copilot-install.sh
# Cleanup
rm -f /tmp/copilot-install.sh
# Verify installation
copilot --version
- name: Install awf binary
run: |
echo "Installing awf via installer script (requested version: v0.8.2)"
curl -sSL https://raw.githubusercontent.com/githubnext/gh-aw-firewall/main/install.sh | sudo AWF_VERSION=v0.8.2 bash
which awf
awf --version
- name: Determine automatic lockdown mode for GitHub MCP server
id: determine-automatic-lockdown
env:
TOKEN_CHECK: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
if: env.TOKEN_CHECK != ''
uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
with:
script: |
const determineAutomaticLockdown = require('/opt/gh-aw/actions/determine_automatic_lockdown.cjs');
await determineAutomaticLockdown(github, context, core);
- name: Downloading container images
run: bash /opt/gh-aw/actions/download_docker_images.sh ghcr.io/github/github-mcp-server:v0.27.0
- name: Install gh-aw extension
env:
GH_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
run: |
# Check if gh-aw extension is already installed
if gh extension list | grep -q "githubnext/gh-aw"; then
echo "gh-aw extension already installed, upgrading..."
gh extension upgrade gh-aw || true
else
echo "Installing gh-aw extension..."
gh extension install githubnext/gh-aw
fi
gh aw --version
- name: Write Safe Outputs Config
run: |
mkdir -p /opt/gh-aw/safeoutputs
mkdir -p /tmp/gh-aw/safeoutputs
mkdir -p /tmp/gh-aw/mcp-logs/safeoutputs
cat > /opt/gh-aw/safeoutputs/config.json << 'EOF'
{"create_discussion":{"max":1},"missing_data":{},"missing_tool":{},"noop":{"max":1}}
EOF
cat > /opt/gh-aw/safeoutputs/tools.json << 'EOF'
[
{
"description": "Create a GitHub discussion for announcements, Q\u0026A, reports, status updates, or community conversations. Use this for content that benefits from threaded replies, doesn't require task tracking, or serves as documentation. For actionable work items that need assignment and status tracking, use create_issue instead. CONSTRAINTS: Maximum 1 discussion(s) can be created. Title will be prefixed with \"[Pelis Agent Factory Advisor] \". Discussions will be created in category \"General\".",
"inputSchema": {
"additionalProperties": false,
"properties": {
"body": {
"description": "Discussion content in Markdown. Do NOT repeat the title as a heading since it already appears as the discussion's h1. Include all relevant context, findings, or questions.",
"type": "string"
},
"category": {
"description": "Discussion category by name (e.g., 'General'), slug (e.g., 'general'), or ID. If omitted, uses the first available category. Category must exist in the repository.",
"type": "string"
},
"title": {
"description": "Concise discussion title summarizing the topic. The title appears as the main heading, so keep it brief and descriptive.",
"type": "string"
}
},
"required": [
"title",
"body"
],
"type": "object"
},
"name": "create_discussion"
},
{
"description": "Report that a tool or capability needed to complete the task is not available. Use this when you cannot accomplish what was requested because the required functionality is missing or access is restricted.",
"inputSchema": {
"additionalProperties": false,
"properties": {
"alternatives": {
"description": "Any workarounds, manual steps, or alternative approaches the user could take (max 256 characters).",
"type": "string"
},
"reason": {
"description": "Explanation of why this tool is needed to complete the task (max 256 characters).",
"type": "string"
},
"tool": {
"description": "Name or description of the missing tool or capability (max 128 characters). Be specific about what functionality is needed.",
"type": "string"
}
},
"required": [
"tool",
"reason"
],
"type": "object"
},
"name": "missing_tool"
},
{
"description": "Log a transparency message when no significant actions are needed. Use this to confirm workflow completion and provide visibility when analysis is complete but no changes or outputs are required (e.g., 'No issues found', 'All checks passed'). This ensures the workflow produces human-visible output even when no other actions are taken.",
"inputSchema": {
"additionalProperties": false,
"properties": {
"message": {
"description": "Status or completion message to log. Should explain what was analyzed and the outcome (e.g., 'Code review complete - no issues found', 'Analysis complete - all tests passing').",
"type": "string"
}
},
"required": [
"message"
],
"type": "object"
},
"name": "noop"
}
]
EOF
cat > /opt/gh-aw/safeoutputs/validation.json << 'EOF'
{
"create_discussion": {
"defaultMax": 1,
"fields": {
"body": {
"required": true,
"type": "string",
"sanitize": true,
"maxLength": 65000
},
"category": {
"type": "string",
"sanitize": true,
"maxLength": 128
},
"repo": {
"type": "string",
"maxLength": 256
},
"title": {
"required": true,
"type": "string",
"sanitize": true,
"maxLength": 128
}
}
},
"missing_tool": {
"defaultMax": 20,
"fields": {
"alternatives": {
"type": "string",
"sanitize": true,
"maxLength": 512
},
"reason": {
"required": true,
"type": "string",
"sanitize": true,
"maxLength": 256
},
"tool": {
"required": true,
"type": "string",
"sanitize": true,
"maxLength": 128
}
}
},
"noop": {
"defaultMax": 1,
"fields": {
"message": {
"required": true,
"type": "string",
"sanitize": true,
"maxLength": 65000
}
}
}
}
EOF
- name: Setup MCPs
env:
GH_AW_SAFE_OUTPUTS: ${{ env.GH_AW_SAFE_OUTPUTS }}
GITHUB_MCP_LOCKDOWN: ${{ steps.determine-automatic-lockdown.outputs.lockdown == 'true' && '1' || '0' }}
GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
run: |
mkdir -p /tmp/gh-aw/mcp-config
mkdir -p /home/runner/.copilot
cat > /home/runner/.copilot/mcp-config.json << EOF
{
"mcpServers": {
"agentic_workflows": {
"type": "local",
"command": "gh",
"args": ["aw", "mcp-server"],
"tools": ["*"],
"env": {
"GITHUB_TOKEN": "\${GITHUB_TOKEN}"
}
},
"github": {
"type": "local",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"-e",
"GITHUB_PERSONAL_ACCESS_TOKEN",
"-e",
"GITHUB_READ_ONLY=1",
"-e",
"GITHUB_LOCKDOWN_MODE=$GITHUB_MCP_LOCKDOWN",
"-e",
"GITHUB_TOOLSETS=context,repos,issues,pull_requests,actions",
"ghcr.io/github/github-mcp-server:v0.27.0"
],
"tools": ["*"],
"env": {
"GITHUB_PERSONAL_ACCESS_TOKEN": "\${GITHUB_MCP_SERVER_TOKEN}"
}
},
"safeoutputs": {
"type": "local",
"command": "node",
"args": ["/opt/gh-aw/safeoutputs/mcp-server.cjs"],
"tools": ["*"],
"env": {
"GH_AW_MCP_LOG_DIR": "\${GH_AW_MCP_LOG_DIR}",
"GH_AW_SAFE_OUTPUTS": "\${GH_AW_SAFE_OUTPUTS}",
"GH_AW_SAFE_OUTPUTS_CONFIG_PATH": "\${GH_AW_SAFE_OUTPUTS_CONFIG_PATH}",
"GH_AW_SAFE_OUTPUTS_TOOLS_PATH": "\${GH_AW_SAFE_OUTPUTS_TOOLS_PATH}",
"GH_AW_ASSETS_BRANCH": "\${GH_AW_ASSETS_BRANCH}",
"GH_AW_ASSETS_MAX_SIZE_KB": "\${GH_AW_ASSETS_MAX_SIZE_KB}",
"GH_AW_ASSETS_ALLOWED_EXTS": "\${GH_AW_ASSETS_ALLOWED_EXTS}",
"GITHUB_REPOSITORY": "\${GITHUB_REPOSITORY}",
"GITHUB_SERVER_URL": "\${GITHUB_SERVER_URL}",
"GITHUB_SHA": "\${GITHUB_SHA}",
"GITHUB_WORKSPACE": "\${GITHUB_WORKSPACE}",
"DEFAULT_BRANCH": "\${DEFAULT_BRANCH}"
}
}
}
}
EOF
echo "-------START MCP CONFIG-----------"
cat /home/runner/.copilot/mcp-config.json
echo "-------END MCP CONFIG-----------"
echo "-------/home/runner/.copilot-----------"
find /home/runner/.copilot
echo "HOME: $HOME"
echo "GITHUB_COPILOT_CLI_MODE: $GITHUB_COPILOT_CLI_MODE"
- name: Generate agentic run info
id: generate_aw_info
uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
with:
script: |
const fs = require('fs');
const awInfo = {
engine_id: "copilot",
engine_name: "GitHub Copilot CLI",
model: process.env.GH_AW_MODEL_AGENT_COPILOT || "",
version: "",
agent_version: "0.0.375",
cli_version: "v0.36.0",
workflow_name: "Pelis Agent Factory Advisor",
experimental: false,
supports_tools_allowlist: true,
supports_http_transport: true,
run_id: context.runId,
run_number: context.runNumber,
run_attempt: process.env.GITHUB_RUN_ATTEMPT,
repository: context.repo.owner + '/' + context.repo.repo,
ref: context.ref,
sha: context.sha,
actor: context.actor,
event_name: context.eventName,
staged: false,
network_mode: "defaults",
allowed_domains: ["github","githubnext.github.io"],
firewall_enabled: true,
awf_version: "v0.8.2",
steps: {
firewall: "squid"
},
created_at: new Date().toISOString()
};
// Write to /tmp/gh-aw directory to avoid inclusion in PR
const tmpPath = '/tmp/gh-aw/aw_info.json';
fs.writeFileSync(tmpPath, JSON.stringify(awInfo, null, 2));
console.log('Generated aw_info.json at:', tmpPath);
console.log(JSON.stringify(awInfo, null, 2));
// Set model as output for reuse in other steps/jobs
core.setOutput('model', awInfo.model);
- name: Generate workflow overview
uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
with:
script: |
const { generateWorkflowOverview } = require('/opt/gh-aw/actions/generate_workflow_overview.cjs');
await generateWorkflowOverview(core);
- name: Create prompt
env:
GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
GH_AW_SAFE_OUTPUTS: ${{ env.GH_AW_SAFE_OUTPUTS }}
run: |
bash /opt/gh-aw/actions/create_prompt_first.sh
cat << 'PROMPT_EOF' > "$GH_AW_PROMPT"
## MCP Response Size Limits
MCP tool responses have a **25,000 token limit**. When GitHub API responses exceed this limit, workflows must retry with pagination parameters, wasting turns and tokens.
### Common Scenarios
**Problem**: Fetching large result sets without pagination
- `list_pull_requests` with many PRs (75,897 tokens in one case)
- `pull_request_read` with large diff/comments (31,675 tokens observed)
- `search_issues`, `search_code` with many results
**Solution**: Use proactive pagination to stay under token limits
### Pagination Best Practices
#### 1. Use `perPage` Parameter
Limit results per request to prevent oversized responses:
```bash
# Good: Fetch PRs in small batches
list_pull_requests --perPage 10
# Good: Get issue with limited comments
issue_read --method get_comments --perPage 20
# Bad: Default pagination may return too much data
list_pull_requests # May exceed 25k tokens
```
#### 2. Common `perPage` Values
- **10-20**: For detailed items (PRs with diffs, issues with comments)
- **50-100**: For simpler list operations (commits, branches, labels)
- **1-5**: For exploratory queries or schema discovery
#### 3. Handle Pagination Loops
When you need all results:
```bash
# Step 1: Fetch first page
result=$(list_pull_requests --perPage 20 --page 1)
# Step 2: Check if more pages exist
# Most list operations return metadata about total count or next page
# Step 3: Fetch subsequent pages if needed
result=$(list_pull_requests --perPage 20 --page 2)
```
### Tool-Specific Guidance
#### Pull Requests
```bash
# Fetch recent PRs in small batches
list_pull_requests --state all --perPage 10 --sort updated --direction desc
# Get PR details without full diff/comments
pull_request_read --method get --pullNumber 123
# Get PR files separately if needed
pull_request_read --method get_files --pullNumber 123 --perPage 30
```
#### Issues
```bash
# List issues with pagination
list_issues --perPage 20 --page 1
# Get issue comments in batches
issue_read --method get_comments --issue_number 123 --perPage 20
```
#### Code Search
```bash
# Search with limited results
search_code --query "function language:go" --perPage 10
```
### Error Messages to Watch For
If you see these errors, add pagination:
- `MCP tool "list_pull_requests" response (75897 tokens) exceeds maximum allowed tokens (25000)`
- `MCP tool "pull_request_read" response (31675 tokens) exceeds maximum allowed tokens (25000)`
- `Response too large for tool [tool_name]`
### Performance Tips
1. **Start small**: Use `perPage: 10` initially, increase if needed
2. **Fetch incrementally**: Get overview first, then details for specific items
3. **Avoid wildcards**: Don't fetch all data when you need specific items
4. **Use filters**: Combine `perPage` with state/label/date filters to reduce results
### Example Workflow Pattern
```markdown
# Analyze Recent Pull Requests
1. Fetch 10 most recent PRs (stay under token limit)
2. For each PR, get summary without full diff
3. If detailed analysis needed, fetch files for specific PR separately
4. Process results incrementally rather than loading everything at once
```
This proactive approach eliminates retry loops and reduces token consumption.
# Pelis Agent Factory Advisor
You are an expert advisor on agentic workflows, specializing in patterns and best practices from the Pelis Agent Factory. Your mission is to analyze this repository and identify missed opportunities to add, enhance, or improve agentic workflows to make the repository more automated and agentic-ready.
## Phase 1: Learn Pelis Agent Factory Patterns
### Step 1.1: Crawl the Pelis Agent Factory Documentation Site
**IMPORTANT**: You must thoroughly crawl and read the Pelis Agent Factory documentation site to understand the common patterns and best practices for agentic workflows.
Start from the main blog post and explore ALL linked pages:
- Start at: https://githubnext.github.io/gh-aw/blog/2026-01-12-welcome-to-pelis-agent-factory/
- Use `web-fetch` to retrieve each page
- Follow ALL internal links to other pages on the site
- Read the documentation sections, guides, and examples
- Pay special attention to:
- Workflow patterns and templates
- Best practices for agentic automation
- Common use cases and implementations
- Integration patterns with GitHub
- Safe outputs and permissions models
- Caching and state management
### Step 1.2: Explore the Agentics Repository
Clone knowledge from the agentics repository to understand reference implementations:
- Repository: https://github.com/githubnext/agentics
- Use the GitHub tools to explore the repository structure
- Read key workflow files and configurations
- Understand the patterns used in that repository
- Note any interesting automation patterns that could apply here
### Step 1.3: Document Learned Patterns
In your cache-memory, document:
- Key patterns you discovered
- Best practices that stood out
- Interesting workflow configurations
- Reusable templates or approaches
## Phase 2: Analyze This Repository
### Step 2.1: Inventory Current Agentic Workflows
Use the `agentic-workflows` tool to get the status of all workflow files:
```bash
# List all workflow files
ls -la .github/workflows/
# Find all agentic workflow definitions (*.md files in workflows)
find .github/workflows -name "*.md" -type f
```
For each agentic workflow found:
- Understand its purpose
- Review its configuration (triggers, permissions, tools)
- Assess its effectiveness
- Identify potential improvements
### Step 2.2: Analyze Repository Structure
Examine the repository to understand what could benefit from automation:
```bash
# Understand the project structure
ls -la
# Check for documentation
ls -la docs/ 2>/dev/null || echo "No docs directory"
ls -la *.md
# Check for tests
ls -la tests/ 2>/dev/null || echo "No tests directory"
# Check for CI/CD configuration
ls -la .github/workflows/
# Check for scripts
ls -la scripts/ 2>/dev/null || echo "No scripts directory"
```
### Step 2.3: Review Recent Activity
Use GitHub tools to understand recent repository activity:
- Recent pull requests and their review patterns
- Recent issues and their resolution patterns
- Recent workflow runs and their success/failure rates
## Phase 3: Identify Opportunities
Based on your knowledge of Pelis Agent Factory patterns and your analysis of this repository, identify opportunities in these categories:
### 3.1: Missing Workflows
Workflows that don't exist but would add significant value:
- Documentation automation
- Release automation enhancements
- Code quality agents
- Knowledge management
- Onboarding assistance
- Dependency management
- Performance monitoring
- Security automation beyond existing workflows
- Community engagement
### 3.2: Enhancement Opportunities
Existing workflows that could be improved:
- Better caching strategies
- More sophisticated triggers
- Enhanced output formats
- Better tool utilization
- Improved error handling
- More comprehensive coverage
### 3.3: Integration Opportunities
Ways to connect workflows for greater automation:
- Chaining workflows together
- Shared state and memory
- Cross-workflow coordination
- Event-driven automation
## Phase 4: Prioritize and Report
### Prioritization Criteria
For each opportunity, assess:
1. **Impact** (High/Medium/Low): How much value would this add?
2. **Effort** (High/Medium/Low): How complex is the implementation?
3. **Risk** (High/Medium/Low): What could go wrong?
4. **Dependencies**: What needs to be in place first?
### Priority Levels
- **P0 - Critical**: High impact, low effort, should be implemented immediately
- **P1 - High**: High impact, medium effort, plan for near-term
- **P2 - Medium**: Medium impact, worth considering
- **P3 - Low**: Nice to have, future consideration
## Output Format
Create a discussion with the following structure:
### 📊 Executive Summary
Brief overview of your findings (2-3 sentences on overall agentic workflow maturity and top opportunities).
### 🎓 Patterns Learned from Pelis Agent Factory
Summarize the key patterns and best practices you learned from:
- The documentation site
- The agentics repository
- How they compare to current implementations in this repo
### 📋 Current Agentic Workflow Inventory
Table of existing agentic workflows:
| Workflow | Purpose | Trigger | Assessment |
|----------|---------|---------|------------|
| ... | ... | ... | ... |
### 🚀 Actionable Recommendations
For each recommendation, provide:
#### [Priority] Recommendation Title
**What**: Clear description of the opportunity
**Why**: Reasoning and expected benefits
**How**: High-level implementation approach
**Effort**: Estimated complexity (Low/Medium/High)
**Example**: Code snippet or configuration example if applicable
---
Group recommendations by priority:
#### P0 - Implement Immediately
(List P0 items)
#### P1 - Plan for Near-Term
(List P1 items)
#### P2 - Consider for Roadmap
(List P2 items)
#### P3 - Future Ideas
(List P3 items)
### 📈 Maturity Assessment
Rate the repository's agentic workflow maturity:
- **Current Level**: (1-5 scale with description)
- **Target Level**: What level should it aim for?
- **Gap Analysis**: What's needed to get there?
### 🔄 Comparison with Best Practices
How does this repository compare to Pelis Agent Factory best practices?
- What it does well
- What it could improve
- Unique opportunities given the repository's domain (firewall/security)
### 📝 Notes for Future Runs
Document in cache-memory:
- Patterns you observed
- Changes since last run (if applicable)
- Items to track over time
## Guidelines
- **Be specific and actionable**: Each recommendation should be implementable
- **Leverage domain knowledge**: This is a security/firewall tool - suggest security-relevant automations
- **Think holistically**: Consider how workflows can work together
- **Prioritize ruthlessly**: Focus on high-impact, low-effort wins first
- **Learn continuously**: Use cache-memory to build knowledge over time
- **Be practical**: Consider the maintainers' time and resources
- **Cite sources**: Reference specific patterns from Pelis Agent Factory when applicable
PROMPT_EOF
- name: Append XPIA security instructions to prompt
env:
GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
run: |
cat "/opt/gh-aw/prompts/xpia_prompt.md" >> "$GH_AW_PROMPT"
- name: Append temporary folder instructions to prompt
env:
GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
run: |
cat "/opt/gh-aw/prompts/temp_folder_prompt.md" >> "$GH_AW_PROMPT"
- name: Append cache memory instructions to prompt
env:
GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
run: |
cat << 'PROMPT_EOF' >> "$GH_AW_PROMPT"
---
## Cache Folder Available
You have access to a persistent cache folder at `/tmp/gh-aw/cache-memory/` where you can read and write files to create memories and store information.
- **Read/Write Access**: You can freely read from and write to any files in this folder
- **Persistence**: Files in this folder persist across workflow runs via GitHub Actions cache
- **Last Write Wins**: If multiple processes write to the same file, the last write will be preserved
- **File Share**: Use this as a simple file share - organize files as you see fit
Examples of what you can store:
- `/tmp/gh-aw/cache-memory/notes.txt` - general notes and observations
- `/tmp/gh-aw/cache-memory/preferences.json` - user preferences and settings
- `/tmp/gh-aw/cache-memory/history.log` - activity history and logs
- `/tmp/gh-aw/cache-memory/state/` - organized state files in subdirectories
Feel free to create, read, update, and organize files in this folder as needed for your tasks.
PROMPT_EOF
- name: Append safe outputs instructions to prompt
env:
GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
run: |
cat << 'PROMPT_EOF' >> "$GH_AW_PROMPT"
<safe-outputs>
<description>GitHub API Access Instructions</description>
<important>
The gh CLI is NOT authenticated. Do NOT use gh commands for GitHub operations.
</important>
<instructions>
To create or modify GitHub resources (issues, discussions, pull requests, etc.), you MUST call the appropriate safe output tool. Simply writing content will NOT work - the workflow requires actual tool calls.
**Available tools**: create_discussion, missing_tool, noop
**Critical**: Tool calls write structured data that downstream jobs process. Without tool calls, follow-up actions will be skipped.
</instructions>
</safe-outputs>
PROMPT_EOF
- name: Append GitHub context to prompt
env:
GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
GH_AW_GITHUB_ACTOR: ${{ github.actor }}
GH_AW_GITHUB_EVENT_COMMENT_ID: ${{ github.event.comment.id }}
GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER: ${{ github.event.discussion.number }}
GH_AW_GITHUB_EVENT_ISSUE_NUMBER: ${{ github.event.issue.number }}
GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER: ${{ github.event.pull_request.number }}
GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
run: |
cat << 'PROMPT_EOF' >> "$GH_AW_PROMPT"
<github-context>
The following GitHub context information is available for this workflow:
{{#if __GH_AW_GITHUB_ACTOR__ }}
- **actor**: __GH_AW_GITHUB_ACTOR__
{{/if}}
{{#if __GH_AW_GITHUB_REPOSITORY__ }}
- **repository**: __GH_AW_GITHUB_REPOSITORY__
{{/if}}
{{#if __GH_AW_GITHUB_WORKSPACE__ }}
- **workspace**: __GH_AW_GITHUB_WORKSPACE__
{{/if}}
{{#if __GH_AW_GITHUB_EVENT_ISSUE_NUMBER__ }}
- **issue-number**: #__GH_AW_GITHUB_EVENT_ISSUE_NUMBER__
{{/if}}
{{#if __GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER__ }}
- **discussion-number**: #__GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER__
{{/if}}
{{#if __GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER__ }}
- **pull-request-number**: #__GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER__
{{/if}}
{{#if __GH_AW_GITHUB_EVENT_COMMENT_ID__ }}
- **comment-id**: __GH_AW_GITHUB_EVENT_COMMENT_ID__
{{/if}}
{{#if __GH_AW_GITHUB_RUN_ID__ }}
- **workflow-run-id**: __GH_AW_GITHUB_RUN_ID__
{{/if}}
</github-context>
PROMPT_EOF
- name: Substitute placeholders
uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
env:
GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
GH_AW_GITHUB_ACTOR: ${{ github.actor }}
GH_AW_GITHUB_EVENT_COMMENT_ID: ${{ github.event.comment.id }}
GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER: ${{ github.event.discussion.number }}
GH_AW_GITHUB_EVENT_ISSUE_NUMBER: ${{ github.event.issue.number }}
GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER: ${{ github.event.pull_request.number }}
GH_AW_GITHUB_REPOSITORY: ${{ github.repository }}
GH_AW_GITHUB_RUN_ID: ${{ github.run_id }}
GH_AW_GITHUB_WORKSPACE: ${{ github.workspace }}
with:
script: |
const substitutePlaceholders = require('/opt/gh-aw/actions/substitute_placeholders.cjs');
// Call the substitution function
return await substitutePlaceholders({
file: process.env.GH_AW_PROMPT,
substitutions: {
GH_AW_GITHUB_ACTOR: process.env.GH_AW_GITHUB_ACTOR,
GH_AW_GITHUB_EVENT_COMMENT_ID: process.env.GH_AW_GITHUB_EVENT_COMMENT_ID,
GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER: process.env.GH_AW_GITHUB_EVENT_DISCUSSION_NUMBER,
GH_AW_GITHUB_EVENT_ISSUE_NUMBER: process.env.GH_AW_GITHUB_EVENT_ISSUE_NUMBER,
GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER: process.env.GH_AW_GITHUB_EVENT_PULL_REQUEST_NUMBER,
GH_AW_GITHUB_REPOSITORY: process.env.GH_AW_GITHUB_REPOSITORY,
GH_AW_GITHUB_RUN_ID: process.env.GH_AW_GITHUB_RUN_ID,
GH_AW_GITHUB_WORKSPACE: process.env.GH_AW_GITHUB_WORKSPACE
}
});
- name: Interpolate variables and render templates
uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
env:
GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
with:
script: |
const { setupGlobals } = require('/opt/gh-aw/actions/setup_globals.cjs');
setupGlobals(core, github, context, exec, io);
const { main } = require('/opt/gh-aw/actions/interpolate_prompt.cjs');
await main();
- name: Print prompt
env:
GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
run: bash /opt/gh-aw/actions/print_prompt_summary.sh
- name: Execute GitHub Copilot CLI
id: agentic_execution
# Copilot CLI tool arguments (sorted):
timeout-minutes: 30
run: |
set -o pipefail
sudo -E awf --env-all --container-workdir "${GITHUB_WORKSPACE}" --mount /tmp:/tmp:rw --mount "${GITHUB_WORKSPACE}:${GITHUB_WORKSPACE}:rw" --mount /usr/bin/date:/usr/bin/date:ro --mount /usr/bin/gh:/usr/bin/gh:ro --mount /usr/bin/yq:/usr/bin/yq:ro --mount /usr/local/bin/copilot:/usr/local/bin/copilot:ro --mount /home/runner/.copilot:/home/runner/.copilot:rw --mount /opt/gh-aw:/opt/gh-aw:ro --allow-domains '*.githubusercontent.com,api.business.githubcopilot.com,api.enterprise.githubcopilot.com,api.github.com,api.githubcopilot.com,api.individual.githubcopilot.com,codeload.github.com,github-cloud.githubusercontent.com,github-cloud.s3.amazonaws.com,github.com,github.githubassets.com,githubnext.github.io,host.docker.internal,lfs.github.com,objects.githubusercontent.com,raw.githubusercontent.com,registry.npmjs.org' --log-level info --proxy-logs-dir /tmp/gh-aw/sandbox/firewall/logs --image-tag 0.8.2 \
-- /usr/local/bin/copilot --add-dir /tmp/gh-aw/ --log-level all --log-dir /tmp/gh-aw/sandbox/agent/logs/ --add-dir "${GITHUB_WORKSPACE}" --disable-builtin-mcps --allow-all-tools --add-dir /tmp/gh-aw/cache-memory/ --allow-all-paths --share /tmp/gh-aw/sandbox/agent/logs/conversation.md --prompt "$(cat /tmp/gh-aw/aw-prompts/prompt.txt)"${GH_AW_MODEL_AGENT_COPILOT:+ --model "$GH_AW_MODEL_AGENT_COPILOT"} \
2>&1 | tee /tmp/gh-aw/agent-stdio.log
env:
COPILOT_AGENT_RUNNER_TYPE: STANDALONE
COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
GH_AW_MCP_CONFIG: /home/runner/.copilot/mcp-config.json
GH_AW_MODEL_AGENT_COPILOT: ${{ vars.GH_AW_MODEL_AGENT_COPILOT || '' }}
GH_AW_PROMPT: /tmp/gh-aw/aw-prompts/prompt.txt
GH_AW_SAFE_OUTPUTS: ${{ env.GH_AW_SAFE_OUTPUTS }}
GITHUB_HEAD_REF: ${{ github.head_ref }}
GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN }}
GITHUB_REF_NAME: ${{ github.ref_name }}
GITHUB_STEP_SUMMARY: ${{ env.GITHUB_STEP_SUMMARY }}
GITHUB_WORKSPACE: ${{ github.workspace }}
XDG_CONFIG_HOME: /home/runner
- name: Copy Copilot session state files to logs
if: always()
continue-on-error: true
run: |
# Copy Copilot session state files to logs folder for artifact collection
# This ensures they are in /tmp/gh-aw/ where secret redaction can scan them
SESSION_STATE_DIR="$HOME/.copilot/session-state"
LOGS_DIR="/tmp/gh-aw/sandbox/agent/logs"
if [ -d "$SESSION_STATE_DIR" ]; then
echo "Copying Copilot session state files from $SESSION_STATE_DIR to $LOGS_DIR"
mkdir -p "$LOGS_DIR"
cp -v "$SESSION_STATE_DIR"/*.jsonl "$LOGS_DIR/" 2>/dev/null || true
echo "Session state files copied successfully"
else
echo "No session-state directory found at $SESSION_STATE_DIR"
fi
- name: Redact secrets in logs
if: always()
uses: actions/github-script@ed597411d8f924073f98dfc5c65a23a2325f34cd # v8.0.0
with:
script: |
const { setupGlobals } = require('/opt/gh-aw/actions/setup_globals.cjs');
setupGlobals(core, github, context, exec, io);
const { main } = require('/opt/gh-aw/actions/redact_secrets.cjs');
await main();
env:
GH_AW_SECRET_NAMES: 'COPILOT_GITHUB_TOKEN,GH_AW_GITHUB_MCP_SERVER_TOKEN,GH_AW_GITHUB_TOKEN,GITHUB_TOKEN'
SECRET_COPILOT_GITHUB_TOKEN: ${{ secrets.COPILOT_GITHUB_TOKEN }}
SECRET_GH_AW_GITHUB_MCP_SERVER_TOKEN: ${{ secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN }}
SECRET_GH_AW_GITHUB_TOKEN: ${{ secrets.GH_AW_GITHUB_TOKEN }}
SECRET_GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
- name: Upload Safe Outputs
if: always()
uses: actions/upload-artifact@b7c566a772e6b6bfb58ed0dc250532a479d7789f # v6.0.0
with:
name: safe-output
path: ${{ env.GH_AW_SAFE_OUTPUTS }}
if-no-files-found: warn