Agent Generator Architecture
What Is the Agent Generator?
Template-Based Generation
Define agent specifications using YAML or JSON schemas. The Generator uses intelligent templates to produce consistent, production-ready agent configurations with proper system prompts, tool bindings, and safety constraints.
Domain-Specific Tool Injection
Each generated agent receives a curated set of tools based on its domain. A financial agent gets market APIs and calculation tools, while a medical agent gets clinical databases and diagnostic utilities - automatically configured.
Knowledge Base Integration
Attach domain-specific knowledge bases during generation. The agent automatically receives RAG capabilities with pre-indexed documentation, manuals, procedures, or any corpus relevant to its specialty.
Safety Constraints Built-In
Generated agents come with configurable safety guardrails - rate limits, allowed actions, forbidden topics, and audit logging. Enterprise compliance requirements are templated and automatically applied.
Agent Generation Flow
Use Cases
Financial Analyst Agent
Generate agents specialized in market analysis, portfolio management, risk assessment, and regulatory compliance reporting.
Medical Research Agent
Create agents for clinical literature review, drug interaction analysis, patient data processing with HIPAA compliance built-in.
DevOps Automation Agent
Generate agents for CI/CD pipeline management, infrastructure monitoring, incident response, and automated deployments.
Legal Research Agent
Build agents for case law research, contract analysis, compliance checking, and legal document drafting with citation tracking.
Scientific Data Agent
Generate agents for bioinformatics analysis, astronomical data processing, materials science simulation, and research paper synthesis.
Customer Support Agent
Create agents specialized in product knowledge, ticket routing, sentiment analysis, and multi-language customer communication.
Domain-Specific Tool Injection
The 6-Phase Generation Pipeline
Each agent generation request flows through a sophisticated multi-phase pipeline that ensures consistency, quality, and production-readiness.
Schema Parse
Parse and validate YAML/JSON specification against agent schema
Template Select
Choose base template based on domain and capability requirements
Tool Injection
Inject domain-specific tools with proper configurations
Prompt Synthesis
Generate optimized system prompt with safety constraints
Knowledge Bind
Attach RAG knowledge bases and configure retrieval
Package & Sign
Create deployable package with configs and documentation
Quick Start
Agent Specification Schema
API Reference
| Method | Endpoint | Description |
|---|---|---|
| POST | /api/v1/agent-generator/generate | Generate a new agent from specification |
| GET | /api/v1/agent-generator/status/:id | Get generation job status and progress |
| GET | /api/v1/agent-generator/download/:id | Download generated agent package |
| GET | /api/v1/agent-generator/templates | List available domain templates |
| GET | /api/v1/agent-generator/templates/:domain | Get template details for a domain |
| GET | /api/v1/agent-generator/tools | List available tools (filter by domain) |
| GET | /api/v1/agent-generator/knowledge-bases | List available knowledge bases |
| POST | /api/v1/agent-generator/validate | Validate agent specification without generating |
| POST | /api/v1/agent-generator/preview | Preview generated prompt without full build |
| DELETE | /api/v1/agent-generator/jobs/:id | Cancel a generation job |
| GET | /api/v1/agent-generator/agents | List all generated agents |
| GET | /api/v1/agent-generator/agents/:id | Get generated agent details |
Agent Generator vs Agent Builder
Agent Generator
vs
Agent Builder
License Features
| Feature | Free | Standard | Professional | Enterprise |
|---|---|---|---|---|
| Agents per month | 5 | 50 | 500 | Unlimited |
| Domain templates | 3 | All | All | All + Custom |
| Tool sets | Basic | Standard | Advanced | All + Custom |
| Knowledge base size | 100MB | 1GB | 10GB | Unlimited |
| Package formats | 1 | All | All | All + Custom |
| Compliance templates | - | Basic | All | All + Custom |
| API rate limit | 10/hr | 100/hr | 1000/hr | Unlimited |