A part of an A2A message.

A2A message format.

Configuration for Minions protocol execution.

Metadata for task execution.

Authentication configuration.

Token payload data.

Uses Lemonade API Server to run local clients in Minion, Minions, Minions-MCP, and DeepResearch Protocols. Lemonade is still experimental, mo

Wrapper for Arch-Router-1.5B model for intelligent query routing. Routes queries to appropriate language models based on domain and task cha

Security scheme definition.

File information in a message part.

Parameters for tasks/send and tasks/sendSubscribe.

Agent capabilities definition.

Definition of a skill that an agent can perform.

Manages metrics collection and reporting.

Minion protocol with Arch Router-based client selection. Uses a local 1.5B Arch Router model for cheap, intelligent routing based on tas

Client for OpenRouter API with unified access to various LLMs.

Implementation of embedding model using SentenceTransformer.

A2A Server for Minions protocol.

Manages API keys with persistence.

Manages configuration for A2A-Minions integration. The A2A protocol allows application-specific metadata. For Minions integration, the fo

Structured output for answering questions from documents using RAG

OAuth flow configuration.

Task status information.

Transformers client for local inference with HuggingFace models. Features: - Local model inference using transformers library -

Converts between A2A and Minions message formats.

Agent card following A2A protocol specification.

Main authentication manager supporting multiple schemes.

Parameters for tasks/cancel.

Factory for creating Minions protocol clients with connection pooling.

Parameters for tasks/get.

JSON-RPC 2.0 request format.

Manages JWT token creation and validation.

Manages MCP server configurations

Client for interacting with the mlx-audio library for text-to-speech generation. This client provides an interface to the mlx-audio library,

Client for interacting with MLX Omni Server using TestClient method. This allows direct interaction with the application without starting a s

Manages OAuth2 client registrations.

OAuth flows configuration.

Minions with synchronous MCP tool integration

Manages A2A tasks and their execution.

Simple usage tracking for story generation

Async client for A2A-Minions server.

Represents a single turn in a conversation between user and assistant.

Deep Research version of Minions that uses web search to gather context

JSON-RPC 2.0 error format.

JSON-RPC 2.0 response format.

Implementation of embedding model using Liquid AI's LFM2-ColBERT-350M. This is a late-interaction retriever that provides excellent mult

This class implements a multi-agent reasoning system where: 1. A local worker model generates N independent solution attempts 2. A remote

Minions execution result.

OAuth2 client registration.

A synchronous wrapper around the async MCP client API

Task representation.

Raised when FINAL() or FINAL_VAR() is called to stop execution.

Comprehensive integration test suite.

Client for comprehensive integration testing.

Enhanced test client for A2A-Minions server.

Test client for A2A-Minions server with minions_query focus.

Comprehensive test suite for A2A-Minions server using MINIONS parallel protocol.

Comprehensive test suite for A2A-Minions server.

Wrapper that adapts an Agno Agent to work as a local client for the Minion protocol. The Minion protocol expects a local_client with a c

Represents the output of a Minions Deep Research assessment task

Manages a history of conversation turns using a sliding window approach with summarization.

Development-focused minion that creates software projects through supervised local development.