Agent Spec Runtime Bridge: Making 850+ AI Agents Interoperable

Overview

OmniCreator provides 850+ specialized AI agents, and there was a need to use them within the Oracle Agent Spec (Wayflow, etc.) ecosystem.

Traditionally, each agent had to be manually converted to Agent Spec format, butAgent Spec Runtime Bridge enables real-time automatic conversion.

What is Agent Spec Runtime Bridge?

Agent Spec Runtime Bridge is a runtime system that translates in real-time in memorybetween OmniCreator agents and Oracle Agent Spec format.

Key Features

• ✅ No File Generation: Instant in-memory translation
• ✅ Bidirectional Communication: Omni ↔ Agent Spec both ways
• ✅ Caching: Accelerate frequent translations
• ✅ Async Support: Optimized for real-time processing
• ✅ 850+ Agents: All Omni agents instantly Agent Spec compatible

Architecture

System Diagram

┌─────────────────────┐      ┌──────────────────┐      ┌─────────────────────┐
│  Agent Spec System  │      │  Runtime Bridge  │      │  Omni MessageBus    │
│  (Wayflow)          │◄────►│  (Translator)    │◄────►│  (850+ agents)      │
└─────────────────────┘      └──────────────────┘      └─────────────────────┘
        │                             │                           │
        │  Agent Spec Request         │                           │
        │────────────────────────────►│                           │
        │                             │  Translate to Omni        │
        │                             │──────────────────────────►│
        │                             │                           │
        │                             │  Execute & Response       │
        │                             │◄──────────────────────────│
        │  Agent Spec Response        │                           │
        │◄────────────────────────────│                           │

Real-time Translation Flow

1. Receive request from Agent Spec System (Wayflow, etc.)
2. Runtime Bridge translates Agent Spec format to Omni MessageBus format
3. Execute corresponding agent via Omni MessageBus
4. Translate execution result back to Agent Spec format
5. Return response to Agent Spec System

Implementation Examples

Basic Usage

from agents.core.agent_spec_bridge import AgentSpecRuntimeBridge

# Initialize bridge
bridge = AgentSpecRuntimeBridge()
await bridge.start()

# Register Omni agents (no files required)
bridge.register_omni_agent(game_balance_agent)
bridge.register_omni_agent(unity_build_agent)
bridge.register_omni_agent(scenario_writer_agent)

print(f"Registered agents: {len(bridge.registered_agents)}")

Processing Agent Spec Requests

# Agent Spec format request
agent_spec_request = {
    "agent": {
        "name": "game_balance_agent",
        "version": "1.0.0"
    },
    "action": "analyze",
    "input": {
        "game_data": {
            "difficulty": "hard",
            "player_stats": {...}
        }
    }
}

# Real-time translation → Omni execution → Translate result
response = await bridge.translate_and_invoke_omni_agent(
    agent_spec_request
)

print(f"Result: {response['output']}")

Bidirectional Communication Example

# Call Agent Spec agent from Omni side
omni_request = {
    "type": "agent_execution",
    "agent_id": "unity_build_agent",
    "parameters": {
        "project_path": "/path/to/project",
        "build_target": "Android"
    }
}

# Translate to Agent Spec format and send to external system
agent_spec_format = bridge.translate_to_agent_spec(omni_request)

# Execute in external Agent Spec system
external_response = await wayflow_client.execute(agent_spec_format)

# Translate result back to Omni format
omni_response = bridge.translate_to_omni(external_response)

Acceleration with Caching

Translation Cache

By caching translation results of frequently used agents, subsequent requests are accelerated.

# Cache configuration
bridge.enable_cache(
    max_size=1000,           # Cache up to 1000 items
    ttl=3600                 # Valid for 1 hour
)

# Check cache hit rate
stats = bridge.get_cache_stats()
print(f"Hit rate: {stats['hit_rate']}%")
print(f"Cache size: {stats['size']}/{stats['max_size']}")

Performance

Benchmark Results

Supported Agents (Selected)

Game Development Agents

• Unity Build Agent
• Game Balance Agent
• Level Design Agent
• Asset Optimization Agent

Web Development Agents

• Next.js Developer Agent
• React Component Agent
• API Design Agent
• Database Schema Agent

Creative Agents

• Scenario Writer Agent
• Character Designer Agent
• UI/UX Design Agent
• Marketing Copy Agent

※ 800+ additional agents available

Oracle Agent Spec Compatibility

Supported Agent Spec Features

• ✅ Agent definition (name, version, description)
• ✅ Action definition (analyze, generate, transform)
• ✅ Input/Output formats
• ✅ Error handling
• ✅ Metadata (tags, capabilities)

Integration Example with Wayflow

# Usage in Wayflow workflow
workflow:
  name: "Game Development Pipeline"
  steps:
    - agent: "game_balance_agent"  # via OmniCreator
      action: "analyze"
      input:
        game_data: ${{ previous.output }}

    - agent: "unity_build_agent"   # via OmniCreator
      action: "build"
      input:
        project: ${{ config.project_path }}
        target: "Android"

    - agent: "asset_optimizer"     # via OmniCreator
      action: "optimize"
      input:
        assets: ${{ previous.output.assets }}

Security

Authentication & Authorization

• API Key Authentication: API key required for bridge access
• Role-Based Access Control: Per-agent access permissions
• Rate Limiting: DDoS protection

Data Protection

• TLS 1.3: Encrypted communication
• Input Validation: Injection attack prevention
• Audit Logging: All requests logged

Conclusion

Agent Spec Runtime Bridge enables seamless use of 850+ OmniCreator agents within the Oracle Agent Spec ecosystem.

Key Benefits

• ✅ Instant Availability: No file generation or deployment
• ✅ Fast: Low latency with in-memory translation
• ✅ Flexible: Bidirectional communication
• ✅ Scalable: 1,000+ concurrent executions
• ✅ Comprehensive: 850+ agents supported

Related Links

• AI Agent Development Services
• OmniCreator Product Page