ultron_agent
vs production agent
Install / Use
npx skills add dqikfox/ultron_agentInstalls into whichever agent you are using.
Amazon Q Rules
Amazon Q Developer rules
Quality Score
Category
Content & MediaSupported Platforms
Tags
Our assessment of ultron_agent
ultron_agent scores 55/100 on our quality scale, 1152nd of 1,191 Content & Media skills we index.
Its Amazon Q Rules is 5.6 KB long, well organised into 30 sections with 7 code examples: a solid amount of guidance for an agent.
It has no GitHub stars yet, so there is no community track record; judge it on its content.
Maintenance, license and trust
- We could not determine when the repository was last updated.
- Our last check on 2026-09-02 found the source still online.
- No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
- Its trust signals score 63/100, with 4 cautions from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
ultron_agent compared with similar skills
All 4 of these similar skills score higher than ultron_agent; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| ultron_agent (this skill)by dqikfox | 55 | 0 | — | Amazon Q Rules |
| siyuanby siyuan-note | 100 | 46.9k | today | MCP Server |
| content-research-writerby ComposioHQ | 100 | 77.4k | 36d ago | SKILL.md |
| changelog-videoby heygen-com | 100 | 67.0k | 5d ago | SKILL.md |
| competitor-profilingby coreyhaines31 | 100 | 55.4k | 8d ago | SKILL.md |
Frequently asked questions
- How do I install ultron_agent?
- Run
npx skills add dqikfox/ultron_agent. The install tabs above show the steps for each supported agent. - Which AI agents does ultron_agent work with?
- It is written for Amazon Q, as a Amazon Q Rules file. Other agents that read the same format can often use it too.
- Is ultron_agent safe to use?
- It declares no license and scores 63/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is ultron_agent still maintained?
- We could not determine when the repository was last updated.
Skill content
View source on GitHubAmazon Q Writing Guidelines for ULTRON Agent 3.0
Code Writing Standards
Minimal Code Principle
- Write only the ABSOLUTE MINIMAL amount of code needed to address the requirement correctly
- Avoid verbose implementations and any code that doesn't directly contribute to the solution
- Focus on essential functionality without unnecessary complexity
Type Safety & Documentation
- Use type hints for all public functions and methods
- Include comprehensive docstrings for complex logic
- Add inline comments for non-obvious code sections
Error Handling
- Include proper exception handling with logging
- Use centralized logging system (
utils.ultron_logger) - Provide user-friendly error messages
Async Patterns
- Use async/await for I/O operations and long-running tasks
- Implement proper timeout handling (30-second default for network operations)
- Ensure proper cleanup on shutdown signals
Security Best Practices
- Sanitize all user inputs
- Validate file paths and parameters
- Use environment variables for sensitive data
- Implement secure API key handling
File Modification Protocol
Before Writing Any Code
-
Check Model Awareness:
from utils.model_awareness import should_modify_file, check_file_context context = check_file_context(file_path) should_proceed, reason, _ = should_modify_file(file_path, "edit", "amazon_q") -
Log the Decision:
from utils.ultron_logger import log_ai_decision log_ai_decision("amazon_q", f"Writing code for {file_path}", ai_model="amazon_q")
Code Structure Requirements
- Imports: Group standard library, third-party, and local imports
- Classes: Use clear, descriptive names with proper inheritance
- Functions: Keep functions focused on single responsibility
- Variables: Use descriptive names, avoid abbreviations
Testing Requirements
- Include unit tests for new functionality
- Mock external dependencies in tests
- Test error conditions and edge cases
- Ensure tests are isolated and repeatable
Component-Specific Guidelines
Tool Development
from utils.ultron_logger import log_info, log_error
from tools.base import Tool
class MinimalTool(Tool):
name = "minimal_tool"
description = "Minimal tool implementation"
def match(self, command: str) -> bool:
return "minimal" in command.lower()
def execute(self, **kwargs):
try:
# Minimal implementation
return "Success"
except Exception as e:
log_error("minimal_tool", f"Error: {str(e)}")
return f"Error: {str(e)}"
GUI Components
- Only modify EUP GUI (
gui/ultron_enhanced/web/index.html) - Maintain voice control and keyboard navigation
- Use minimal JavaScript for functionality
- Ensure responsive design principles
API Endpoints
from fastapi import APIRouter
from utils.ultron_logger import log_info
router = APIRouter()
@router.post("/minimal")
async def minimal_endpoint(data: dict):
log_info("api", "Minimal endpoint called")
# Minimal processing
return {"status": "success"}
Voice Integration
def minimal_voice_response(text: str):
"""Minimal voice response implementation"""
from voice_manager import get_voice_manager
voice_manager = get_voice_manager()
return voice_manager.speak(text, async_mode=True)
Quality Checklist
Before Committing Code
- [ ] Minimal implementation achieved
- [ ] Model awareness check passed
- [ ] Centralized logging implemented
- [ ] Error handling included
- [ ] Type hints added
- [ ] Documentation updated
- [ ] Tests written (if applicable)
Code Review Points
- [ ] No unnecessary complexity
- [ ] Proper error handling
- [ ] Appropriate logging levels
- [ ] Security considerations addressed
- [ ] Performance implications considered
- [ ] Integration points tested
Common Patterns
Configuration Loading
def load_minimal_config():
"""Load minimal configuration"""
import json
try:
with open("ultron_config.json", "r") as f:
return json.load(f)
except Exception as e:
log_error("config", f"Config load failed: {str(e)}")
return {}
Event Handling
def handle_minimal_event(event_data):
"""Minimal event handler"""
log_info("event", f"Handling: {event_data.get('type', 'unknown')}")
# Minimal processing
return True
Database Operations
async def minimal_db_operation(query: str):
"""Minimal database operation"""
try:
# Minimal query execution
return {"result": "success"}
except Exception as e:
log_error("db", f"Query failed: {str(e)}")
return {"error": str(e)}
Performance Guidelines
Memory Management
- Use generators for large data sets
- Clean up resources in finally blocks
- Avoid memory leaks in long-running processes
CPU Optimization
- Use appropriate data structures
- Minimize nested loops
- Cache frequently accessed data
Network Efficiency
- Implement connection pooling
- Use async operations for I/O
- Handle timeouts gracefully
Debugging Support
Logging Levels
log_info(): General informationlog_error(): Error conditionslog_ai_decision(): AI decision pointslog_file_operation(): File operations
Debug Utilities
def debug_minimal_state():
"""Debug current state with minimal output"""
log_info("debug", "Current state check")
# Minimal state information
return {"status": "ok"}
Remember: Write the minimal code that solves the problem correctly. Every line should have a clear purpose and contribute directly to the solution.
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Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.
