Mnemo Core Components

Mnemo (Application Class)

Acts as the entrypoint and lifecycle manager.

Responsibilities:

• Initialize application context

• Manage configurations

• Provide registry and execution layer

• Register and execute workflows

Context (Global State Manager)

Maintains application-wide state and services.

Key Elements:

• Configuration

• Server Registry

• Executor

• Human Input Handler

• Signal Notification

• Logging

Connection Management

MCPConnectionManager

• Handles lifecycle of MCP server connections

• Manages transport mechanisms (STDIO, SSE, WebSocket)

ServerConnection

• Maintains transport context and ClientSession

• Manages initialization and shutdown

Agent System

Agent Architecture

The Agent class extends MCPAggregator and represents an entity with a purpose and access to MCP servers:

Capabilities:

• Named instructions and tool aggregation

• Python function exposure as tools

• Human-in-the-loop support

• AugmentedLLM integration for response generation

Augmented LLM System

Enables advanced LLM integration with tool calling.

Features:

• Unified interface (generate, generate_str, generate_structured)

• Memory for conversation history

• Multi-provider support (OpenAI, Anthropic, Azure, Bedrock)