Integration Testing Patterns

This document covers integration testing strategies and patterns for multi-agent systems built with the agent-swarm-kit framework. It focuses on testing complete workflows involving agent interactions, session management, tool execution, and AI model integration. For unit testing individual components, see API Reference. For system performance testing, see Performance Monitoring.

The agent-swarm-kit employs a comprehensive integration testing approach that validates end-to-end workflows across the entire system stack. Tests verify agent orchestration, session management, concurrent execution, and AI model integration patterns.

Mermaid Diagram

Integration tests rely heavily on mock AI completions to provide deterministic, controllable responses. This approach isolates the testing from external AI service dependencies while maintaining realistic interaction patterns.

Mermaid Diagram

Mock completions typically follow this pattern:

Pattern Purpose Example Usage
Message Echo Return user input as response Testing message flow
Tool Call Generation Generate specific tool calls Testing tool execution
State-based Response Different responses based on agent state Testing navigation
Incremental Counter Numeric progression for concurrency testing Testing parallel execution

Mermaid Diagram

The framework includes extensive concurrent execution testing to validate message queuing, session isolation, and parallel agent operations.

Mermaid Diagram

The connection test demonstrates this pattern by running 50 parallel sessions with the same CLIENT_ID to verify proper message queuing:

Mermaid Diagram

Navigation testing validates agent transitions, swarm orchestration, and deadlock prevention mechanisms.

Mermaid Diagram

The framework includes specific tests for deadlock prevention when tools don't properly commit their outputs:

Mermaid Diagram

Connection disposal and cleanup testing ensures proper resource management and prevents memory leaks in long-running systems.

Mermaid Diagram

The rescue (resque) testing validates error handling, model recovery, and graceful degradation patterns.

Mermaid Diagram

Dependency validation testing ensures that all required components are properly configured before system execution.

Test Case Missing Component Expected Result
Complete Setup None Pass
Missing Swarm addSwarm() call Validation Error
Missing Completion addCompletion() call Validation Error
Missing Agent addAgent() call Validation Error
Missing Tool addTool() call Validation Error
Invalid Default Agent Wrong defaultAgent reference Validation Error

Mermaid Diagram

Event testing validates the custom event system used for out-of-band communication between agents and clients.

Mermaid Diagram

Utility Purpose Usage Pattern
randomString() Generate unique client IDs const CLIENT_ID = randomString()
sleep(ms) Add artificial delays await sleep(1000)
getRawHistory(clientId) Inspect message history Validation and debugging
getErrorMessage(error) Extract error messages Error handling assertions

Mermaid Diagram