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, spawn_subagent - 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

Using npm / bun / pnpm

npm install -g @mark3labs/kit
# or
bun install -g @mark3labs/kit
# or
pnpm 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 / ./.kit.yaml / ./.kit.json (project-local)
4. ~/.kit.yml / ~/.kit.yaml / ~/.kit.json (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)
--thinking-level         Extended thinking level: off, minimal, low, medium, high (default: off)

# 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 [provider]    # Start OAuth flow (e.g., anthropic)
kit auth logout [provider]   # Remove credentials for provider
kit auth status              # Check authentication status

# Model database
kit models [provider]        # List available models (optionally filter by provider)
kit models --all             # Show all providers (not just Fantasy-compatible)
kit update-models [source]   # Update model database (from models.dev, URL, file, or 'embedded')

# Extension management
kit extensions list          # List discovered extensions
kit extensions validate      # Validate extension files
kit extensions init          # Generate example extension template
kit install <git-url>        # Install extensions from git repositories
kit install -l <git-url>     # Install to project-local .kit/git/ directory
kit install -u <git-url>     # Update an already-installed package
kit install --uninstall <pkg> # Remove an installed package

# Skills
kit skill                    # Install the Kit extensions skill via skills.sh

# 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, OnBeforeAgentStart, OnAgentStart, OnAgentEnd, OnToolCall, OnToolExecutionStart, OnToolExecutionEnd, 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)
• Options: Register configurable extension options
• Widgets: Persistent status displays above/below input
• Headers/Footers: Persistent content above/below the conversation
• Status Bar: Custom status bar entries
• Shortcuts: Global keyboard shortcuts
• Overlays: Modal dialogs with markdown content
• Tool Renderers: Customize how tool calls display
• Message Renderers: Custom rendering for assistant messages
• Editor Interceptors: Handle key events and wrap rendering
• Interactive Prompts: Select, confirm, input, and multi-select dialogs
• Subagents: Spawn in-process child Kit instances
• LLM Completion: Direct model calls via Complete()
• Custom Events: Inter-extension communication via EmitCustomEvent

Extension Examples

See the examples/extensions/ directory:

• minimal.go - Clean UI with custom footer
• auto-commit.go - Auto-commit on shutdown
• bookmark.go - Bookmark conversations
• branded-output.go - Branded output rendering
• compact-notify.go - Notification on compaction
• confirm-destructive.go - Confirm destructive operations
• context-inject.go - Inject context into conversations
• custom-editor-demo.go - Vim-like modal editor
• dev-reload.go - Development live-reload
• header-footer-demo.go - Custom headers and footers
• inline-bash.go - Inline bash execution
• interactive-shell.go - Interactive shell integration
• kit-kit.go - Kit-in-Kit (sub-agent spawning)
• lsp-diagnostics.go - LSP diagnostic integration
• notify.go - Desktop notifications
• overlay-demo.go - Modal dialogs
• permission-gate.go - Permission gating for tools
• pirate.go - Pirate-themed personality
• plan-mode.go - Read-only planning mode
• project-rules.go - Project-specific rules
• prompt-demo.go - Interactive prompts (select/confirm/input)
• protected-paths.go - Path protection for sensitive files
• subagent-widget.go - Multi-agent orchestration with status widget
• subagent-test.go - Subagent testing utilities
• summarize.go - Conversation summarization
• tool-logger.go - Log all tool calls
• tool-renderer-demo.go - Custom tool call rendering
• widget-status.go - Persistent status widgets

Loading Extensions

Auto-discovery (loads automatically):

• ~/.config/kit/extensions/*.go (global single files)
• ~/.config/kit/extensions/*/main.go (global subdirectory extensions)
• .kit/extensions/*.go (project-local single files)
• .kit/extensions/*/main.go (project-local subdirectory extensions)
• ~/.local/share/kit/git/ (global git-installed packages)
• .kit/git/ (project-local git-installed packages)

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: ~/.kit/sessions/<cwd-path>/<timestamp>_<id>.jsonl
• Path separators in the working directory are replaced with -- (e.g., /home/user/project becomes home--user--project)
• 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,

    // Session options
    SessionPath:  "./session.jsonl",  // Open specific session
    Continue:     true,                // Resume most recent session
    NoSession:    true,                // Ephemeral mode

    // Tool options
    ExtraTools:   []kit.Tool{...},     // Additional tools alongside defaults

    // Compaction
    AutoCompact:  true,                // Auto-compact near context limit

    Debug:        true,                // Debug logging
})

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

// Multi-turn conversations retain context automatically
host.Prompt(ctx, "My name is Alice")
response, _ := host.Prompt(ctx, "What's my name?")

// Sessions are persisted automatically to JSONL files.
// Access session info:
path := host.GetSessionPath()
id := host.GetSessionID()

// Clear conversation history
host.ClearSession()

Session persistence is configured via Options:

host, _ := kit.New(ctx, &kit.Options{
    SessionPath: "./my-session.jsonl",  // Open specific session
    Continue:    true,                   // Resume most recent session
    NoSession:   true,                   // Ephemeral mode
})

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",
  "stop_reason": "end_turn",
  "session_id": "a1b2c3d4e5f6",
  "usage": {
    "input_tokens": 1024,
    "output_tokens": 512,
    "total_tokens": 1536,
    "cache_read_tokens": 0,
    "cache_creation_tokens": 0
  },
  "messages": [
    {
      "role": "assistant",
      "parts": [
        {"type": "text", "data": "..."},
        {"type": "tool_call", "data": {"name": "...", "args": "..."}},
        {"type": "tool_result", "data": {"name": "...", "result": "..."}}
      ]
    }
  ]
}

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 (main.go)
cmd/                 - CLI command implementations (root, auth, models, etc.)
pkg/kit/             - Go SDK for embedding Kit
internal/app/        - Application orchestrator (agent loop, message store, queue)
internal/agent/      - Agent execution and tool dispatch
internal/auth/       - OAuth authentication and credential storage
internal/acpserver/  - ACP (Agent Client Protocol) server
internal/clipboard/  - Cross-platform clipboard operations
internal/compaction/ - Conversation compaction and summarization
internal/config/     - Configuration management
internal/core/       - Built-in tools (bash, read, write, edit, grep, find, ls)
internal/extensions/ - Yaegi extension system
internal/kitsetup/   - Initial setup wizard
internal/message/    - Message content types and structured content blocks
internal/models/     - Provider and model management
internal/session/    - Session persistence (tree-based JSONL)
internal/skills/     - Skill loading and system prompt composition
internal/tools/      - MCP tool integration
internal/ui/         - Bubble Tea TUI components
examples/extensions/ - Example extension files
npm/                 - NPM package wrapper for distribution

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-4-opus-latest      → claude-opus-4-20250514
claude-4-sonnet-latest    → claude-sonnet-4-5-20250929
claude-3-7-sonnet-latest  → claude-3-7-sonnet-20250219
claude-3-5-sonnet-latest  → claude-3-5-sonnet-20241022
claude-3-5-haiku-latest   → claude-3-5-haiku-20241022
claude-3-opus-latest      → claude-3-opus-20240229

Contributing

Contributions are welcome! Please see the contribution guide for guidelines.

License

MIT

Community

• Discord
• GitHub Issues
• Documentation