Agents - Now in BETA

We've just delivered our new Agents Beta API to build single and multi-agent systems, making it easier than ever to build and run powerful agents.

Key Features

Built on Modern Standards

Using A2A Protocol for reliable multi-agent coordination

Intelligent Memory & Context

• Memory Stores: Persistent context across conversations with entity-based isolation.
• Knowledge Base: Ground responses in your data with dynamic discovery and querying

Multi-Modal Processing

• File Processing - Handle images and PDFs with support varying per given model
• Search & Web Scraping - Bring in real-time insights with built-in search and scraping tools

Flexible Tool Ecosystem

• HTTP Tools - Seamless external API integrations with parameter templating and authentication
• Function Tools - Custom business logic and access to internal systems with OpenAI function calling schema validation
• Code Tools - Custom Python logic and transformations in secure sandbox environments

Architecture

• Multi-Agent Systems - Build sophisticated hierarchies with specialized sub-agents and intelligent delegation.
• Synchronous and streaming endpoints for different use cases.

Orq handles memory, orchestration, and execution so you can focus on your agent’s role and behavior.

Example

Initiate an Agent call with a single call to the /v2/agents/run API as follow:

curl --location 'https://my.orq.ai/v2/agents/stream-run' \
--header 'Content-Type: application/json' \
--header 'Authorization: $ORQ_API_KEY' \
--data '{
    "key": "simple-agent-1",
    "role": "Assistant",
    "description": "A helpful assistant for general tasks",
    "instructions": "Be helpful and concise",
    "settings": {
        "max_iterations": 3,
        "max_execution_time": 300,
        "tools": [
            {
                "type": "current_date"
            }
        ]
    },
    "message": {
        "role": "user",
        "parts": [
            {
                "kind": "text",
                "text": "What'\''s today'\''s date and day of the week?"
            }
        ]
    },
    "model": "openai/gpt-4o",
    "path": "Default/agents",
    "memory_stores": [],
    "team_of_agents": []
}'

📘

To learn more about agents, see Agents and browse through the advanced usages of our new API.