a set of guidelines to build with Botpress's Agent Development Kit (ADK) - use these whenever you're tasked with building a feature using the ADK
Scanned 9/9/2026
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---
name: adk
description: a set of guidelines to build with Botpress's Agent Development Kit (ADK) - use these whenever you're tasked with building a feature using the ADK
license: MIT
---
# Botpress ADK Guidelines
Use this skill when you've got questions about the Botpress Agent Development Kit (ADK) - like when you're building a feature that involves tables, actions, tools, workflows, conversations, files, knowledge bases, triggers, assets, evals, or Zai.
## What is the ADK?
The Botpress ADK is a **convention-based TypeScript framework** where **file structure maps directly to bot behavior**. Place files in the correct directories, and they automatically become available as bot capabilities.
The ADK provides primitives for:
- Actions & Tools (reusable functions and AI-callable tools)
- Workflows (long-running, resumable processes)
- Conversations (message handling)
- Tables (data storage with semantic search)
- Files (file storage with semantic search)
- Knowledge Bases (RAG implementation)
- Triggers (event-driven automation)
- Assets (static files with permanent URLs)
- **Zai** (production-ready LLM utility library for common AI operations)
### Project Structure (Convention-Based)
Most primitives must be placed in `src/` directory (assets use the `assets/` directory at the project root):
```
/ # Project root
├── assets/ # Static files → synced to Botpress Cloud with permanent URLs
├── src/
│ ├── actions/ # Strongly-typed functions → auto-registered
│ ├── tools/ # AI-callable tools → available via execute()
│ ├── workflows/ # Long-running processes → resumable/scheduled
│ ├── conversations/ # Message handlers → routes by channel
│ ├── tables/ # Database schemas → auto-created with search
│ ├── triggers/ # Event handlers → subscribe to events
│ ├── knowledge/ # Knowledge bases → RAG with semantic search
│ └── utils/ # Shared helpers (not auto-registered)
└── agent.config.ts # Bot configuration (includes integrations)
```
> **Note:** `dependencies.json` was removed in ADK 1.9+. All configuration including integrations now lives in `agent.config.ts`.
> **Critical:** Files outside `src/` are not discovered. Location = behavior.
## Session Start
The first time you help with an ADK project in a session, silently check the project's health:
1. Run `adk check --format json` and `adk status --format json`.
2. If there are errors or warnings (unconfigured integrations, missing models, validation issues), proactively mention them before answering the user's question: *"Before we start — I noticed [issue]. Want me to help fix that?"*
3. Only do this once per session. Don't re-run on every question.
## Available Commands
If the user asks "what can you help with?", "what commands are available?", or invokes `/adk-explain` without arguments, present:
- **Build**: `/adk-init` (scaffold project), `/adk-build` (interview & build a primitive), `/adk-integration` (add services), `/adk-frontend` (build UI)
- **Test & Debug**: `/adk-validate` (check a primitive's schema/types/config), `/adk-test` (invoke a primitive once), `/adk-eval` (write assertion tests), `/adk-debug` (fix issues)
- **Ship**: `/adk-ship` (pre-flight checks + deploy)
- **Document**: `/adk-document` (create, review, update, sync, search)
- **Understand**: `/adk-explain` (explain bot architecture and components), `/adk-dev-console` (navigate the Dev Console)
Then ask: *"What are you working on?"*
## When to Use This Skill
Activate this skill when users ask ADK-related questions like:
- "How do I create an Action/Tool/Workflow/Conversation?"
- "What is the difference between X and Y?"
- "Show me an example of..."
- "How do I configure...?"
- "What's the CLI command for...?"
- "How do I use the Context API?"
- "How do I call integration actions?"
- "How do I use Zai for [extract/check/label/etc]?"
- "What are the best practices for...?"
- "How do I avoid common mistakes?"
- "How do I handle ticket assignment/escalation?"
- "Explain my config"
- "What does my bot do?"
- "What models am I using?"
- "What integrations do I have?"
- "What state does my bot track?"
## Plugin Installation Prompt
If you are running inside Claude Code and the `/adk-*` commands (like `/adk-debug`, `/adk-eval`, `/adk-init`) are not available as slash commands, suggest that the user install the Botpress ADK plugin to get the full set of skills and commands:
```
/plugin marketplace add botpress/skills
/plugin install adk@botpress-skills
```
Only suggest this once per session. If the user declines, do not ask again.
## How to Answer ADK Questions
ADK questions fall into two categories: **CLI queries** and **documentation lookups**.
### Option 1: Direct CLI Commands (FAST - Use First!)
For integration discovery and CLI queries, use the Bash tool to run commands directly:
**Integration Discovery:**
```bash
# Search for integrations
adk search <query>
# List all available integrations
adk list --available
# Get detailed integration info (actions, channels, events)
adk info <integration-name>
# Check installed integrations (must be in ADK project)
adk list
```
**Project Info:**
```bash
# Check CLI version
adk --version
# Show project status
adk
# Get help
adk --help
```
**Prefer non-interactive paths when driving ADK workflows:**
```bash
# Login without browser prompts
adk login --token "$BOTPRESS_TOKEN"
# Scaffold with sensible defaults and skip linking
adk init my-agent --yes --skip-link
# Link directly when IDs are known
adk link --workspace ws_123 --bot bot_456
# More automation-friendly dev mode
adk dev --logs --no-open
# Auto-approve preflight changes only
adk deploy --yes
```
Use these defaults when relevant:
- Prefer `adk login --token "$BOTPRESS_TOKEN"` or `adk login --token <token>` over interactive login.
- Treat bare `BOTPRESS_TOKEN` as a no-TTY convenience, not a guaranteed interactive-terminal shortcut.
- Prefer `adk init <name> --yes --skip-link` for AI-driven scaffolding, but only after login is already completed.
- Treat `adk link --workspace ... --bot ...` as scriptable, but not guaranteed safe in every no-TTY environment.
- Treat `adk dev --logs --no-open` as CI-friendly, not fully prompt-free.
- Treat `adk deploy --yes` as auto-approving preflight only; config validation can still block automation.
**When to use CLI commands:**
- "What integrations are available?"
- "Search for Slack integration"
- "Show me details about the Linear integration"
- "What actions does the Slack integration have?"
- "What version of ADK am I using?"
- "How do I add an integration?"
**Response pattern:**
1. Use Bash tool to run the appropriate `adk` command
2. Parse and present the output to the user
3. Optionally suggest next steps (e.g., "Run `adk add slack@3.0.0` to install")
### Option 2: Documentation Questions (For Conceptual Questions)
For documentation, patterns, and how-to questions, search and reference the documentation files directly:
**When to use documentation:**
- "How do I create a workflow?"
- "What's the difference between Actions and Tools?"
- "Show me an example of using Zai"
- "What are best practices for state management?"
- "How do I fix this error?"
- "What's the pattern for X?"
**How to answer documentation questions:**
1. **Find relevant files** - Use Glob to discover documentation:
```
pattern: **/references/*.md
```
2. **Search for keywords** - Use Grep to find relevant content:
```
pattern: <keyword from user question>
path: <path to references directory from step 1>
output_mode: files_with_matches
```
3. **Read the files** - Use Read to load relevant documentation
4. **Provide answer** with:
- Concise explanation
- Code examples from the references
- File references with line numbers (e.g., "From references/actions.md:215")
- Common pitfalls if relevant
- Related topics for further reading
### Option 3: Config Explanation (CLI + File Reading)
For questions about what a bot does, how it's configured, or what it's capable of, combine CLI and file reading:
**When to use:**
- "What does my bot do?"
- "Explain my config"
- "What models am I using?"
- "What integrations do I have?"
- "What state does my bot track?"
**Response pattern:**
1. Run `adk status --format json` to get the structured project overview
2. Read `agent.config.ts` for full configuration details
3. Follow the explanation patterns in **references/explain-config.md**
4. Produce a structured explanation covering metadata, models, integrations, state, and primitives
5. Flag any issues (unconfigured integrations, missing models, hardcoded secrets)
## Available Documentation
Documentation should be located in `./references/` directory relative to this skill. When answering questions, search for these topics:
### Core Concepts
- **actions.md** - Actions with strong typing and validation
- **tools.md** - AI-callable tools and Autonomous namespace
- **autonomous-execution.md** - Advanced execute() API: Objects, Exits, hooks, configuration
- **workflows.md** - Workflows and step-based execution
- **workflow-steps.md** - Complete Workflow Step API reference (step.request, step.map, step.notify, etc.)
- **conversations.md** - Conversation handlers and message routing
- **conversation-lifecycle.md** - Nudge/expiration lifecycle management for conversations
- **triggers.md** - Event-driven automation
- **messages.md** - Sending messages and events
- **custom-components.md** - Custom webchat components (`.bp.tsx` files, metadata, usage in conversations)
### Data & Content
- **tables.md** - Data storage with semantic search
- **files.md** - File storage and management
- **knowledge-bases.md** - RAG implementation
- **assets.md** - Static files with permanent URLs and sync lifecycle
- **zai-complete-guide.md** - Complete ZAI developer guide
- **zai-agent-reference.md** - Quick ZAI reference
### Configuration & Integration
- **agent-config.md** - Bot configuration and state management
- **explain-config.md** - How to interpret and explain an agent's configuration to developers
- **model-configuration.md** - AI model configuration reference
- **context-api.md** - Runtime context access
- **integration-actions.md** - Using integration actions
- **tags.md** - Entity tags for bot, user, conversation, and workflow
- **cli.md** - Complete CLI command reference
- **mcp-server.md** - MCP server for AI assistants
- **desk.md** - Desk integration for ticket/support workflows
- **integrations.md** - Integration management overview (points to adk-integrations skill)
- **interfaces.md** - Built-in interface abstraction layer over integrations (typing indicators, LLM, listable)
- **plugins.md** - Plugin consumption: discovery, installation, configuration, and usage
### Patterns & Best Practices
- **advanced-patterns.md** - Guardrails, admin auth, logging/observability, extension composition
- **patterns-mistakes.md** - Common mistakes, correct patterns, and context access reference
### Integration Management
> **Note:** Full integration lifecycle docs (discovery, adding, configuring, and using integrations) are in the separate **adk-integrations** skill. Install it with `npx skills add botpress/skills --skill adk-integrations`. The `adk-integrations` skill covers `adk search`, `adk add`, `adk info`, configuration types, and common integrations. You need it if you are touching integrations.
### Frontend Integration
> **Note:** Frontend integration docs are in the separate **adk-frontend** skill. Install it with `npx skills add botpress/skills --skill adk-frontend`. The `adk-frontend` skill covers @botpress/client, calling actions, type generation, and authentication. You need it if you are touching any frontend code.
### Evals
> **Note:** Detailed eval docs are in the separate **adk-evals** skill. Install it with `npx skills add botpress/skills --skill adk-evals`. The `adk-evals` skill covers writing evals, assertion types, testing workflows, and CLI usage. You usually always need it, for testing and evaluations.
## Runtime Access Patterns
Quick reference for accessing ADK runtime services:
### Imports
```typescript
// Always import from @botpress/runtime
import {
Action,
Autonomous,
Workflow,
Conversation,
z,
actions,
adk,
user,
bot,
conversation,
configuration,
context,
} from "@botpress/runtime";
```
### State Management
```typescript
// Bot state (defined in agent.config.ts)
bot.state.maintenanceMode = true;
bot.state.lastDeployedAt = new Date().toISOString();
// User state (defined in agent.config.ts)
user.state.preferredLanguage = "en";
user.state.onboardingComplete = true;
// User tags
user.tags.email; // Access user metadata
```
### Calling Actions
```typescript
// Call bot actions
await actions.fetchUser({ userId: "123" });
await actions.processOrder({ orderId: "456" });
// Call integration actions
await actions.slack.sendMessage({ channel: "...", text: "..." });
await actions.linear.issueList({ teamId: "..." });
// Convert action to tool
tools: [fetchUser.asTool()];
```
### Context API
```typescript
// Get runtime services
const client = context.get("client"); // Botpress client
const cognitive = context.get("cognitive"); // AI model client
const citations = context.get("citations"); // Citation manager
```
### File Naming
- **Actions/Tools/Workflows**: `myAction.ts`, `searchDocs.ts` (camelCase)
- **Tables**: `Users.ts`, `Orders.ts` (PascalCase)
- **Conversations/Triggers**: `chat.ts`, `slack.ts` (lowercase)
## Critical ADK Patterns (Always Reference in Answers)
When answering questions, always verify these patterns against the documentation:
### Package Management
```bash
# All package managers are supported
bun install # Recommended (fastest)
npm install # Works fine
yarn install # Works fine
pnpm install # Works fine
# ADK auto-detects based on lock files
# - bun.lockb → uses bun
# - package-lock.json → uses npm
# - yarn.lock → uses yarn
# - pnpm-lock.yaml → uses pnpm
```
### Imports
```typescript
// ✅ CORRECT - Always from @botpress/runtime
import { Action, Autonomous, Workflow, z } from "@botpress/runtime";
// ❌ WRONG - Never from zod or @botpress/sdk
import { z } from "zod"; // ❌ Wrong
import { Action } from "@botpress/sdk"; // ❌ Wrong
```
### Export Patterns
```typescript
// ✅ Both patterns work - export const is recommended
export const myAction = new Action({ ... }); // Recommended
export default new Action({ ... }); // Also valid
// Why export const?
// - Enables direct imports: import { myAction } from "./actions/myAction"
// - Can pass to execute(): tools: [myAction.asTool()]
```
### Actions
```typescript
// ✅ CORRECT - Handler receives { input, client }
export const fetchUser = new Action({
name: "fetchUser",
async handler({ input, client }) { // ✅ Destructure from props
const { userId } = input; // ✅ Then destructure fields
return { name: userId };
}
});
// ❌ WRONG - Cannot destructure input fields directly
handler({ userId }) { // ❌ Wrong - must be { input }
return { name: userId };
}
```
### Tools
```typescript
// ✅ CORRECT - Tools CAN destructure directly
export const myTool = new Autonomous.Tool({
handler: async ({ query, maxResults }) => {
// ✅ Direct destructuring OK
return search(query, maxResults);
},
});
```
### Conversations
```typescript
// ✅ CORRECT - Use conversation.send() method
await conversation.send({
type: "text",
payload: { text: "Hello!" }
});
// ❌ WRONG - Never use client.createMessage() directly
await client.createMessage({ ... }); // ❌ Wrong
```
### Conversation Handler Types
```typescript
// Handler receives typed context based on the event type:
// type: "message" | "event" | "workflow_request" | "workflow_callback"
async handler({ type, message, event, request, completion, conversation, execute }) {
if (type === "workflow_request") {
// event: WorkflowDataRequestEventType, request: WorkflowRequest
await request.workflow.provide("email", { email: "..." });
}
if (type === "workflow_callback") {
// event: WorkflowCallbackEventType, completion: WorkflowCallback
console.log(completion.status); // "completed" | "failed" | "canceled" | "timed_out"
}
}
// ⚠️ isWorkflowDataRequest() and isWorkflowCallback() are deprecated
// Use type === "workflow_request" / "workflow_callback" instead
```
## Examples of Questions This Skill Answers
### Beginner Questions
- "What is an Action?"
- "How do I create my first workflow?"
- "What's the difference between Actions and Tools?"
### Implementation Questions
- "How do I access the Botpress client?"
- "How do I use citations in RAG?"
- "What's the syntax for searchable table columns?"
- "How do I call a Slack integration action?"
- "How do I use Zai to extract structured data?"
- "How do I validate content with Zai?"
### Advanced Pattern Questions
- "How do I add guardrails to prevent hallucinations?"
- "How do I implement admin authentication?"
- "How do I add logging and observability?"
- "How do I compose multiple extensions?"
- "How do I manage context in async tool handlers?"
### Troubleshooting Questions
- "Why am I getting 'Cannot destructure property' error?"
- "How do I fix import errors?"
- "What's wrong with my workflow state access?"
### Best Practices Questions
- "What are common mistakes to avoid?"
- "How should I structure my project?"
- "What's the recommended pattern for X?"
## Response Format
**Match your response depth to the question depth.** Not every question needs a full walkthrough.
### Conceptual Questions ("what is X?", "what's the difference between X and Y?")
One sentence definition + one short code example. That's it.
```
Knowledge bases add RAG to your bot — place markdown or PDF files in `src/knowledge/` and they become queryable with semantic search.
import { Autonomous } from '@botpress/runtime'
export default new Autonomous.Tool({
handler: async ({ query }) => adk.knowledgeBase.search({ query }),
})
```
### How-To Questions ("how do I create X?", "how do I use X?")
Brief explanation + working code example + one critical pitfall only if it's a common trap.
### Implementation Questions ("implement X in my project", "add X to my bot")
Read the user's existing files first (`src/actions/`, `src/tools/`, `src/tables/`, `agent.config.ts`). Generate code that uses their actual names, patterns, and conventions. Only mention pitfalls they're likely to hit given their specific code.
### Architecture Questions ("explain my bot", "how does X work in my project?")
Full structured response: read `adk status --format json`, `agent.config.ts`, and relevant source files. Map the data flow and identify the bot's archetype (RAG assistant, support agent, automation, etc.).
### Troubleshooting Questions ("X is broken", "why is X failing?")
Don't answer with documentation. Run `adk check --format json` and `adk logs error --format json`, show evidence, and point to the root cause. Follow the debug loop from the `adk-debugger` skill.
### Default Rule
If the answer fits in one sentence and a code snippet, don't add headers, pitfall sections, or related topics. More structure ≠ more helpful.
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