jentic 0.7.4

Jentic SDK for the discovery and execution of APIs and workflows

Jentic SDK

Jentic SDK is a comprehensive library for discovery and execution of APIs and workflows.

The Jentic SDK is backed by the data in the Open Agentic Knowledge (OAK) repository.

Core API & Use Cases

The main entry point is the Jentic class.

LLM Tool Definition & Execution

A typical agent loop with tool use looks like this:

from jentic import Jentic

class MyAgent:
    def __init__(self):
        self.jentic = Jentic()
        self.jentic_tools = self.jentic.generate_llm_tool_definitions("anthropic")

    async def process_message(self, user_message):

        # Pass your tool definitions here, generated by the Jentic SDK.
        response = self.client.messages.create(
            model='claude-3-5-sonnet-latest',  
            messages=messages,
            tools=self.jentic_tools, 
        )
        
        while response.stop_reason == "tool_use":
            tool_use = next(block for block in response.content if block.type == "tool_use")
            tool_name = tool_use.name
            tool_input = tool_use.input

            # Execute the tool
            tool_result = await self.jentic.run_llm_tool(
                tool_name,
                tool_input 
            )

Components

agent_runtime

A library for generating, managing, and executing LLM-compatible tools from Arazzo workflows and OpenAPI operations.

Features:

• Generate dynamic tool definitions for OpenAI and Anthropic LLMs from project workflows and API operations
• Execute workflows and operations as tools via a unified interface
• Provide runtime classes for tool management (AgentToolManager), tool specification (LLMToolSpecManager), and execution (TaskExecutor)
• Return standardized results for workflow and operation execution

api

A client for the Jentic API Knowledge Hub.

Set JENTIC_API_URL to set the base URL for the API hub client for local testing or testing against the development environment.

Installation

For Development

To install the package in development mode:

# From the current directory
pip install -e .

Then you can import it in your projects:

import jentic

You can also import it to other projects by referencing the package directory by specifying the following in your pyproject.toml:

dependencies = [
    "jentic @ file:///path/to/jentic/sdk"
]

For Production

pip install jentic

Testing

# Run all tests for jentic
pdm run test

Linting & Formatting

# Run all linting for jentic
pdm run lint

License

Proprietary - Jentic