kit

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Published: Mar 9, 2026 License: MIT

README

KIT

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KIT (Knowledge Inference Tool)

A powerful, extensible AI coding agent CLI with multi-provider support, built-in tools, and a rich extension system.

Features

  • Multi-Provider LLM Support: Anthropic, OpenAI, Google Gemini, Ollama, Azure OpenAI, AWS Bedrock, OpenRouter, and more
  • Built-in Core Tools: bash, read, write, edit, grep, find, ls - no MCP overhead
  • MCP Integration: Connect external MCP servers for expanded capabilities
  • Extension System: Write custom tools, commands, widgets, and UI modifications in Go
  • Interactive TUI: Rich terminal interface powered by Bubble Tea with streaming, syntax highlighting, and custom rendering
  • Session Management: Tree-based conversation history with branching support
  • Non-Interactive Mode: Script-friendly positional args with JSON output
  • ACP Server: Run Kit as an Agent Client Protocol agent over stdio
  • Go SDK: Embed Kit in your own applications

Installation

npm install -g @mark3labs/kit
Using Go
go install github.com/mark3labs/kit/cmd/kit@latest
Building from source
git clone https://github.com/mark3labs/kit.git
cd kit
go build -o kit ./cmd/kit

Quick Start

Basic Usage
# Start interactive session
kit

# Run a one-off prompt
kit "List files in src/"

# Attach files as context
kit @main.go @test.go "Review these files"

# Continue the most recent session
kit --continue

# Use specific model
kit --model anthropic/claude-sonnet-4-5-20250929
Non-Interactive Mode
# Get JSON output for scripting
kit "Explain main.go" --json

# Quiet mode (final response only)
kit "Run tests" --quiet

# Ephemeral mode (no session file)
kit "Quick question" --no-session
ACP Server Mode

Kit can run as an ACP (Agent Client Protocol) agent server, enabling ACP-compatible clients (such as OpenCode) to drive Kit as a remote coding agent over stdio.

# Start Kit as an ACP server (communicates via JSON-RPC 2.0 on stdin/stdout)
kit acp

# With debug logging to stderr
kit acp --debug

The ACP server exposes Kit's full capabilities — LLM execution, tool calls (bash, read, write, edit, grep, etc.), and session persistence — over the standard ACP protocol. Sessions are persisted to Kit's normal JSONL session files, so they can be resumed later.

Configuration

Kit looks for configuration in the following locations (in order of priority):

  1. CLI flags
  2. Environment variables (with KIT_ prefix)
  3. ./.kit.yml (project-local)
  4. ~/.kit.yml (global)
Basic Configuration

Create ~/.kit.yml:

model: anthropic/claude-sonnet-4-5-20250929
max-tokens: 4096
temperature: 0.7
stream: true
Environment Variables
export ANTHROPIC_API_KEY="sk-..."
export OPENAI_API_KEY="sk-..."
export KIT_MODEL="openai/gpt-4o"
MCP Server Configuration

Add external MCP servers to .kit.yml:

mcpServers:
  filesystem:
    type: local
    command: ["npx", "-y", "@modelcontextprotocol/server-filesystem", "/path/to/allowed"]
    environment:
      LOG_LEVEL: "info"
    allowedTools: ["read_file", "write_file"]
  
  search:
    type: remote
    url: "https://mcp.example.com/search"

CLI Reference

Global Flags
# Model and provider
--model, -m              Model to use (provider/model format)
--provider-api-key       API key for the provider
--provider-url           Base URL for provider API
--tls-skip-verify        Skip TLS certificate verification

# Session management
--session, -s            Open specific JSONL session file
--continue, -c           Resume most recent session for current directory
--resume, -r             Interactive session picker
--no-session             Ephemeral mode, no persistence

# Behavior (non-interactive: pass prompt as positional arg)
--quiet                  Suppress all output (non-interactive only)
--json                   Output response as JSON (non-interactive only)
--no-exit                Enter interactive mode after prompt completes
--max-steps              Maximum agent steps (0 for unlimited)
--stream                 Enable streaming output (default: true)
--compact                Enable compact output mode
--auto-compact           Auto-compact conversation near context limit

# Extensions
--extension, -e          Load additional extension file(s) (repeatable)
--no-extensions          Disable all extensions

# Generation parameters
--max-tokens             Maximum tokens in response (default: 4096)
--temperature            Randomness 0.0-1.0 (default: 0.7)
--top-p                  Nucleus sampling 0.0-1.0 (default: 0.95)
--top-k                  Limit top K tokens (default: 40)
--stop-sequences         Custom stop sequences (comma-separated)

# System
--config                 Config file path (default: ~/.kit.yml)
--system-prompt          System prompt text or file path
--debug                  Enable debug logging
Commands
# Authentication (for OAuth-enabled providers)
kit auth login           # Start OAuth flow
kit auth logout          # Remove credentials
kit auth status          # Check authentication status

# Model database
kit models               # List available models
kit models --all         # Show all providers (not just Fantasy-compatible)
kit update-models        # Update local model database from models.dev

# Extension management
kit extensions list      # List discovered extensions
kit extensions validate  # Validate extension files
kit extensions init      # Generate example extension template

# ACP server
kit acp                  # Start as ACP agent (stdio JSON-RPC)
kit acp --debug          # With debug logging to stderr

Extension System

Extensions are Go source files that run via Yaegi interpreter. They can add custom tools, slash commands, widgets, keyboard shortcuts, and intercept lifecycle events.

Minimal Extension
//go:build ignore

package main

import "kit/ext"

func Init(api ext.API) {
    api.OnSessionStart(func(_ ext.SessionStartEvent, ctx ext.Context) {
        ctx.SetFooter(ext.HeaderFooterConfig{
            Content: ext.WidgetContent{Text: "Custom Footer"},
        })
    })
}

Usage:

kit -e examples/extensions/minimal.go
Extension Capabilities

Lifecycle Events: OnSessionStart, OnSessionShutdown, OnAgentStart, OnAgentEnd, OnToolCall, OnToolResult, OnInput, OnMessageStart, OnMessageUpdate, OnMessageEnd, OnModelChange, OnContextPrepare, OnBeforeFork, OnBeforeSessionSwitch, OnBeforeCompact

Custom Components:

  • Tools: Add new tools the LLM can invoke
  • Commands: Register slash commands (e.g., /mycommand)
  • Widgets: Persistent status displays above/below input
  • Shortcuts: Global keyboard shortcuts
  • Overlays: Modal dialogs with markdown content
  • Tool Renderers: Customize how tool calls display
  • Editor Interceptors: Handle key events and wrap rendering
Extension Examples

See the examples/extensions/ directory:

  • minimal.go - Clean UI with custom footer
  • notify.go - Desktop notifications
  • widget-status.go - Persistent status widgets
  • custom-editor-demo.go - Vim-like modal editor
  • prompt-demo.go - Interactive prompts (select/confirm/input)
  • tool-logger.go - Log all tool calls
  • overlay-demo.go - Modal dialogs
  • plan-mode.go - Read-only planning mode
  • subagent-widget.go - Multi-agent orchestration
  • auto-commit.go - Auto-commit on shutdown
Loading Extensions

Auto-discovery (loads automatically):

  • ./.kit/extensions/*.go (project-local)
  • ~/.config/kit/extensions/*.go (global)

Explicit loading:

kit -e path/to/extension.go
kit -e ext1.go -e ext2.go  # Multiple extensions

Disable auto-load:

kit --no-extensions

Session Management

Kit uses a tree-based session model that supports branching and forking conversations.

Session Locations
  • Default: ~/.local/share/kit/sessions/<cwd-hash>/<uuid>.jsonl
  • Each line is a session entry (messages, tool calls, extension data)
  • Supports branching from any message to explore alternate paths
Session Commands
# Resume most recent session for current directory
kit --continue
kit -c

# Interactive session picker
kit --resume
kit -r

# Open specific session file
kit --session path/to/session.jsonl
kit -s path/to/session.jsonl

# Ephemeral mode (no file persistence)
kit --no-session

Go SDK

Embed Kit in your Go applications:

package main

import (
    "context"
    "log"
    
    kit "github.com/mark3labs/kit/pkg/kit"
)

func main() {
    ctx := context.Background()
    
    // Create Kit instance with default configuration
    host, err := kit.New(ctx, nil)
    if err != nil {
        log.Fatal(err)
    }
    defer host.Close()
    
    // Send a prompt
    response, err := host.Prompt(ctx, "What is 2+2?")
    if err != nil {
        log.Fatal(err)
    }
    
    println(response)
}
With Options
host, err := kit.New(ctx, &kit.Options{
    Model:        "ollama/llama3",
    SystemPrompt: "You are a helpful bot",
    ConfigFile:   "/path/to/config.yml",
    MaxSteps:     10,
    Streaming:    true,
    Quiet:        true,
})
With Callbacks
response, err := host.PromptWithCallbacks(
    ctx,
    "List files in current directory",
    func(name, args string) {
        // Tool call started
        println("Calling tool:", name)
    },
    func(name, args, result string, isError bool) {
        // Tool call completed
        if isError {
            println("Tool failed:", name)
        }
    },
    func(chunk string) {
        // Streaming text chunk
        print(chunk)
    },
)
Session Management
host.Prompt(ctx, "My name is Alice")
response, _ := host.Prompt(ctx, "What's my name?")

host.SaveSession("./session.json")
host.LoadSession("./session.json")
host.ClearSession()

Advanced Usage

Subagent Pattern

Spawn Kit as a subprocess for multi-agent orchestration:

kit "Analyze codebase" \
    --json \
    --no-session \
    --no-extensions \
    --quiet \
    --model anthropic/claude-haiku-3-5-20241022

Parse the JSON output:

{
  "response": "Final assistant response text",
  "model": "anthropic/claude-haiku-3-5-20241022",
  "usage": {
    "input_tokens": 1024,
    "output_tokens": 512,
    "total_tokens": 1536
  },
  "messages": [...]
}
Testing with tmux

Test the TUI non-interactively:

# Start Kit in detached tmux session
tmux new-session -d -s kittest -x 120 -y 40 \
  "kit -e ext.go --no-session 2>kit.log"

# Wait for startup
sleep 3

# Capture screen
tmux capture-pane -t kittest -p

# Send input
tmux send-keys -t kittest '/command' Enter

# Cleanup
tmux kill-session -t kittest

Development

Build and Test
# Build
go build -o output/kit ./cmd/kit

# Run tests
go test -race ./...

# Run specific test
go test -race ./cmd -run TestScriptExecution

# Lint
go vet ./...

# Format
go fmt ./...
Project Structure
cmd/kit/           - CLI entry point
cmd/               - CLI command implementations
pkg/kit/           - Go SDK
internal/agent/    - Agent loop and tool execution
internal/ui/       - Bubble Tea TUI components
internal/extensions/ - Yaegi extension system
internal/core/     - Built-in tools
internal/tools/    - MCP tool integration
internal/config/   - Configuration management
internal/acpserver/ - ACP (Agent Client Protocol) server
internal/session/  - Session persistence
internal/models/   - Provider and model management
examples/extensions/ - Example extension files

Supported Providers

  • Anthropic - Claude models (native, prompt caching, OAuth)
  • OpenAI - GPT models
  • Google - Gemini models
  • Ollama - Local models
  • Azure OpenAI - Azure-hosted OpenAI
  • AWS Bedrock - Bedrock models
  • Google Vertex - Claude on Vertex AI
  • OpenRouter - Multi-provider router
  • Vercel AI - Vercel AI SDK models
  • Auto-routed - Any provider from models.dev database
Model String Format
provider/model            # Standard format
anthropic/claude-sonnet-4-5-20250929
openai/gpt-4o
ollama/llama3
google/gemini-2.0-flash-exp
Model Aliases
claude-opus-latest      → claude-opus-4-20250514
claude-sonnet-latest    → claude-sonnet-4-5-20250929
claude-3-5-haiku-latest → claude-3-5-haiku-20241022

Contributing

Contributions are welcome! Please see CONTRIBUTING.md for guidelines.

License

Apache 2.0

Community

Directories

Path Synopsis
cmd
kit command
internal
acpserver
Package acpserver implements a Kit-backed ACP (Agent Client Protocol) agent.
Package acpserver implements a Kit-backed ACP (Agent Client Protocol) agent.
app
clipboard
Package clipboard provides cross-platform clipboard image reading for Kit.
Package clipboard provides cross-platform clipboard image reading for Kit.
compaction
Package compaction provides context window management with token estimation, compaction triggers, and LLM-based conversation summarization.
Package compaction provides context window management with token estimation, compaction triggers, and LLM-based conversation summarization.
core
Package core provides the built-in core tools for KIT's coding agent.
Package core provides the built-in core tools for KIT's coding agent.
extensions
Package extensions implements an in-process extension system for KIT.
Package extensions implements an in-process extension system for KIT.
kitsetup
Package kitsetup contains agent creation logic used by both the CLI binary and the SDK's kit.New().
Package kitsetup contains agent creation logic used by both the CLI binary and the SDK's kit.New().
skills
Package skills provides skill loading, parsing, and system prompt composition.
Package skills provides skill loading, parsing, and system prompt composition.
ui
pkg
kit

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