Installation
Quick Start
CLI Features Overview
Guardrail
Validate agent outputs with LLM-based guardrails
Metrics
Track token usage and cost metrics
Image Processing
Process images with vision-based AI agents
Telemetry
Enable usage monitoring and analytics
MCP
Integrate Model Context Protocol servers
Fast Context
Search codebase for relevant context
Knowledge
Manage RAG/vector store knowledge bases
Session
Manage conversation sessions
Tools
Discover and manage available tools
Handoff
Enable agent-to-agent task delegation
Auto Memory
Automatic memory extraction and storage
Todo
Manage todo lists from tasks
Router
Smart model selection based on task complexity
Flow Display
Visual workflow tracking
Command Categories
Flags (Used with prompts)
| Flag | Description | Example |
|---|---|---|
--guardrail | Validate output | praisonai "task" --guardrail "criteria" |
--metrics | Show token usage | praisonai "task" --metrics |
--image | Process image | praisonai "describe" --image photo.png |
--telemetry | Enable monitoring | praisonai "task" --telemetry |
--mcp | Use MCP server | praisonai "task" --mcp "npx server" |
--fast-context | Add code context | praisonai "task" --fast-context ./src |
--handoff | Agent delegation | praisonai "task" --handoff "a1,a2" |
--auto-memory | Auto extract memories | praisonai "task" --auto-memory |
--todo | Generate todo list | praisonai "plan" --todo |
--router | Smart model selection | praisonai "task" --router |
--flow-display | Visual workflow | praisonai agents.yaml --flow-display |
Commands (Standalone)
| Command | Description | Example |
|---|---|---|
knowledge | Manage knowledge base | praisonai knowledge add doc.pdf |
session | Manage sessions | praisonai session list |
tools | Manage tools | praisonai tools list |
todo | Manage todos | praisonai todo list |
memory | Manage memory | praisonai memory show |
rules | Manage rules | praisonai rules list |
workflow | Manage workflows | praisonai workflow list |
hooks | Manage hooks | praisonai hooks list |
research | Deep research | praisonai research "query" |