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AgentGen - AI Development Agent System

Advanced AI agent orchestration system with context-manager integration and strategic team profiles

AgentGen is an advanced AI agent orchestration system that enables coordinated workflows across 100+ specialized development agents. The system features a multi-tier orchestration hierarchy with context-manager integration, strategic team profiles, and intelligent agent coordination. The architecture includes a fully operational context-manager that maintains project knowledge graphs, enabling agents to understand project structure and coordinate seamlessly. The orchestration system provides three levels: @orchestrate-tasks for intelligent routing, @orchestrate-agents for standard coordination, and @orchestrate-agents-adv for complex workflows. Strategic team profiles (enterprise-leadership, startup-mvp, modern-web-stack) provide pre-configured agent sets optimized for different organizational contexts. The system achieves 100% test success rates across comprehensive validation scenarios and integrates advanced features like ML-driven knowledge enhancement and symlink-based agent management. Perfect for development teams needing sophisticated AI coordination, context-aware agent workflows, and strategic team configurations that adapt to organizational needs and project complexity.

Key Metrics

100%
Test Success Rate
25/25 orchestration scenarios
3 configurations
Strategic Profiles
enterprise/startup/web-stack
100+ specialists
Agent Portfolio
Coordinated development agents
Fully operational
Context Integration
Project-aware coordination
<500ms
Knowledge Synthesis
ML-driven pattern matching
3-level hierarchy
Orchestration Tiers
tasks → agents → advanced

Features

Context-Manager Integration

Fully operational knowledge graph system enabling agents to understand project structure and coordinate seamlessly.

Multi-Tier Orchestration

3-level hierarchy: @orchestrate-tasks (intelligent routing), @orchestrate-agents (coordination), @orchestrate-agents-adv (complex workflows).

Strategic Team Profiles

Pre-configured agent sets: enterprise-leadership, startup-mvp, and modern-web-stack for different organizational contexts.

100% Test Success Rate

Comprehensive validation methodology achieving 100% success across 25+ orchestration scenarios with systematic debugging.

ML Knowledge Enhancement

Advanced knowledge patterns with Chroma + Qdrant + Redis orchestration for fast knowledge synthesis and domain expertise.

Complexity-Based Routing

Intelligent model selection (Haiku/Sonnet/Opus) based on task complexity for optimal cost-performance balance.

Symlink Hub Architecture

Centralized agent management with instant updates across all projects and efficient storage utilization.

Enterprise Patterns

Architecture based on Microsoft Azure, Speakeasy, and Databricks research with proven scalability and reliability.

Technology Stack

Python
UV
Context-Manager
MCP Protocol
Chroma
Qdrant
Redis
Rich
Click
Pydantic
pytest
OpenAI