Assistant Trainer
🏗️ Assistant Trainer
> Meta-agent that trains new AI assistants from natural language descriptions.
| Field | Value |
|---|---|
| Slug | assistant-trainer |
| Version | 1.0.0 |
| Category | Developer |
| Author | Agentic Community |
| Required Capabilities | manage_options |
Tools
| Tool | Description |
|---|---|
analyze_requirements | Analyze a natural language description and return a structured agent design specification |
generate_agent | Generate complete agent PHP code from a specification |
validate_agent_code | Validate agent PHP code for syntax and compliance |
create_agent_files | Create agent files in the library directory |
list_library_agents | List all agents in the library for reference |
read_agent_source | Read the source code of an existing agent for reference |
get_agent_template | Get a blank agent template with all required components |
generate_tool_schema | Generate OpenAI function-calling schema for a tool from a structured specification |
generate_system_prompt | Generate a system prompt for an agent given its purpose |
delete_agent | Delete an agent from the library (use with caution) |
generate_agent_documentation | Generate a comprehensive README.md for an agent by reading its metadata: name, description, category, tools with parameter schemas, system prompt summary, capabilities, scheduled tasks, event listeners, suggested prompts, and WP-CLI usage examples. Returns markdown content ready to write to disk. |
detect_agent_duplicates | Compare a proposed agent specification against all existing agents in the library. Returns a similarity report with scores for name, description, category, and tool overlap. Use before creating a new agent to prevent duplicates or identify agents that could be extended instead. |
Tool Details
analyze_requirements
Analyze a natural language description and return a structured agent design specification
| Parameter | Type | Required | Description |
|---|---|---|---|
description | string | Yes | Natural language description of what the agent should do |
category | string | No | Agent category (optional, will be inferred if not provided) |
generate_agent
Generate complete agent PHP code from a specification
| Parameter | Type | Required | Description |
|---|---|---|---|
name | string | Yes | Agent display name (e.g., "Backup Manager") |
slug | string | Yes | Agent slug/ID (e.g., "backup-manager") |
description | string | Yes | Brief description (max 160 chars) |
category | string | Yes | Agent category |
icon | string | No | Emoji icon for the agent |
capabilities | array | No | Required WordPress capabilities |
tools | array | Yes | Array of tool definitions |
system_prompt_focus | string | No | Key areas of expertise for the system prompt |
suggested_prompts | array | No | Example prompts for users (4 max) |
validate_agent_code
Validate agent PHP code for syntax and compliance
| Parameter | Type | Required | Description |
|---|---|---|---|
code | string | Yes | PHP code to validate |
create_agent_files
Create agent files in the library directory
| Parameter | Type | Required | Description |
|---|---|---|---|
slug | string | Yes | Agent slug (directory name) |
agent_code | string | Yes | Complete agent.php content |
readme_content | string | No | README.md content (optional) |
overwrite | boolean | No | Overwrite if exists (default: false) |
list_library_agents
List all agents in the library for reference
| Parameter | Type | Required | Description |
|---|---|---|---|
include_code_sample | boolean | No | Include code snippets from each agent |
read_agent_source
Read the source code of an existing agent for reference
| Parameter | Type | Required | Description |
|---|---|---|---|
agent_slug | string | Yes | Agent slug to read (e.g., "content-assistant") |
get_agent_template
Get a blank agent template with all required components
| Parameter | Type | Required | Description |
|---|---|---|---|
minimal | boolean | No | Return minimal template vs full template with examples |
generate_tool_schema
Generate OpenAI function-calling schema for a tool from a structured specification
| Parameter | Type | Required | Description |
|---|---|---|---|
tool_name | string | Yes | Tool function name (snake_case) |
tool_description | string | Yes | What the tool does |
parameters | array | No | Array of parameter definitions |
generate_system_prompt
Generate a system prompt for an agent given its purpose
| Parameter | Type | Required | Description |
|---|---|---|---|
agent_name | string | Yes | Agent name |
purpose | string | Yes | What the agent does and its expertise areas |
personality | string | No | Agent personality traits (helpful, strict, casual, etc.) |
constraints | array | No | Things the agent should NOT do |
tool_names | array | No | Names of tools available to the agent |
delete_agent
Delete an agent from the library (use with caution)
| Parameter | Type | Required | Description |
|---|---|---|---|
slug | string | Yes | Agent slug to delete |
confirm | boolean | Yes | Must be true to confirm deletion |
generate_agent_documentation
Generate a comprehensive README.md for an agent by reading its metadata: name, description, category, tools with parameter schemas, system prompt summary, capabilities, scheduled tasks, event listeners, suggested prompts, and WP-CLI usage examples. Returns markdown content ready to write to disk.
| Parameter | Type | Required | Description |
|---|---|---|---|
agent_slug | string | Yes | Slug of the agent to document (e.g., "content-writer") |
include_examples | boolean | No | Include sample interaction examples (default: true) |
detect_agent_duplicates
Compare a proposed agent specification against all existing agents in the library. Returns a similarity report with scores for name, description, category, and tool overlap. Use before creating a new agent to prevent duplicates or identify agents that could be extended instead.
| Parameter | Type | Required | Description |
|---|---|---|---|
name | string | Yes | Proposed agent name |
slug | string | No | Proposed agent slug |
description | string | Yes | Proposed agent description |
category | string | No | Proposed agent category |
tool_names | array | No | Proposed tool names for the new agent |
threshold | integer | No | Similarity threshold 0-100 for flagging (default: 50) |
Usage
Chat
When you open a chat with Assistant Trainer, you'll see:
> I train new AI assistants for WordPress!
- Tell me what kind of assistant you need and I'll:
- Generate compliant code
- Design its tools and capabilities
- Help test and write documentation
What assistant would you like to build?
Example Prompts
- "Create an assistant that writes a new blog post every Monday morning about trending topics in my niche"
- "Build a customer support assistant that answers product questions from my WooCommerce store"
- "I need an assistant that checks for broken links weekly and emails me a report"
- "Design an assistant that optimises images in my media library and compresses anything over 500KB"
- "Show me all the assistants that already exist so I don't build a duplicate"
- "Create a maintenance assistant that cleans up post revisions and spam comments every Sunday night"
- "Read the source code of the SEO assistant — I want to see how it handles schema markup"
- "Generate full documentation for the content-writer agent"
WP-CLI
# Interactive prompt
wp agent prompt assistant-trainer "Your message here"
# View agent info
wp agent info assistant-trainer
# List available tools
wp agent tools assistant-trainer
Example Interactions
User: Create an assistant that manages WordPress backups
Assistant Trainer: _(The assistant will use its tools to handle this request)_
User: Build an image optimization assistant for media library
Assistant Trainer: _(The assistant will use its tools to handle this request)_
User: Design an assistant for managing redirects
Assistant Trainer: _(The assistant will use its tools to handle this request)_
_Generated by Assistant Trainer — Agent Builder for WordPress_