Kern
DocsAgentsWorkflowsTools
Get Started

Get Started

Introduction
Install & Setup

Visualization

Visualization & Response Display

Basics

Agents
Teams
Workflows
Input & Output
Database
Memory
Knowledge
Learning
Models
Context Providers
Tools

Advanced

Session Management
Overview
Persisting Sessions
Session Management
History Management
Session Summaries
Workflow Sessions
Metrics
Overview
Agent Metrics
Team Metrics
Workflow Metrics
Context Management
State Management
Chat History
Context Compression
Dependency Injection
Hooks
Run Cancellation
Background Execution
Skills
Reasoning
Multimodal

Production

Guardrails
Human-in-the-Loop
Evals
Tracing
Scheduler

Providers

Model Providers
Supported Databases
Vector Stores
Embedders

Other

Culture
Custom Logging

Additional Resources

Getting Help
Install & Setup
Observability
Integrations
Migrations
Cursor Rules
Contributing to Kern
AgentUI
Telemetry

Metrics

Token usage, cost, timing, and per-model breakdowns for agents, teams, and workflows.

Every agent, team, and workflow response includes metrics for token usage, cost, timing, and per-model breakdowns. See the Metrics reference for field-level details.

Learn more

robot

Agent Metrics

Run, message, and session metrics for agents.

users

Team Metrics

Run, message, member, and session metrics for teams.

diagram-project

Workflow Metrics

Workflow and step-level metrics.

Kern

Small Models. Big Impact.

An agent framework built for 1-7B parameter LLMs.

Documentation

  • Getting Started
  • Agents
  • Workflows
  • Tools
  • Models

Resources

  • Structured Output
  • Visualization
  • Knowledge Base
  • Storage

Community

  • GitHub
  • Discord

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