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bonsai-automation skill

/bonsai-automation

This skill automates Bonsai tasks via Rube MCP, always discovering current tool schemas before executing workflows to ensure up-to-date automation.

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---
name: bonsai-automation
description: "Automate Bonsai tasks via Rube MCP (Composio). Always search tools first for current schemas."
requires:
  mcp: [rube]
---

# Bonsai Automation via Rube MCP

Automate Bonsai operations through Composio's Bonsai toolkit via Rube MCP.

**Toolkit docs**: [composio.dev/toolkits/bonsai](https://composio.dev/toolkits/bonsai)

## Prerequisites

- Rube MCP must be connected (RUBE_SEARCH_TOOLS available)
- Active Bonsai connection via `RUBE_MANAGE_CONNECTIONS` with toolkit `bonsai`
- Always call `RUBE_SEARCH_TOOLS` first to get current tool schemas

## Setup

**Get Rube MCP**: Add `https://rube.app/mcp` as an MCP server in your client configuration. No API keys needed — just add the endpoint and it works.

1. Verify Rube MCP is available by confirming `RUBE_SEARCH_TOOLS` responds
2. Call `RUBE_MANAGE_CONNECTIONS` with toolkit `bonsai`
3. If connection is not ACTIVE, follow the returned auth link to complete setup
4. Confirm connection status shows ACTIVE before running any workflows

## Tool Discovery

Always discover available tools before executing workflows:

```
RUBE_SEARCH_TOOLS
queries: [{use_case: "Bonsai operations", known_fields: ""}]
session: {generate_id: true}
```

This returns available tool slugs, input schemas, recommended execution plans, and known pitfalls.

## Core Workflow Pattern

### Step 1: Discover Available Tools

```
RUBE_SEARCH_TOOLS
queries: [{use_case: "your specific Bonsai task"}]
session: {id: "existing_session_id"}
```

### Step 2: Check Connection

```
RUBE_MANAGE_CONNECTIONS
toolkits: ["bonsai"]
session_id: "your_session_id"
```

### Step 3: Execute Tools

```
RUBE_MULTI_EXECUTE_TOOL
tools: [{
  tool_slug: "TOOL_SLUG_FROM_SEARCH",
  arguments: {/* schema-compliant args from search results */}
}]
memory: {}
session_id: "your_session_id"
```

## Known Pitfalls

- **Always search first**: Tool schemas change. Never hardcode tool slugs or arguments without calling `RUBE_SEARCH_TOOLS`
- **Check connection**: Verify `RUBE_MANAGE_CONNECTIONS` shows ACTIVE status before executing tools
- **Schema compliance**: Use exact field names and types from the search results
- **Memory parameter**: Always include `memory` in `RUBE_MULTI_EXECUTE_TOOL` calls, even if empty (`{}`)
- **Session reuse**: Reuse session IDs within a workflow. Generate new ones for new workflows
- **Pagination**: Check responses for pagination tokens and continue fetching until complete

## Quick Reference

| Operation | Approach |
|-----------|----------|
| Find tools | `RUBE_SEARCH_TOOLS` with Bonsai-specific use case |
| Connect | `RUBE_MANAGE_CONNECTIONS` with toolkit `bonsai` |
| Execute | `RUBE_MULTI_EXECUTE_TOOL` with discovered tool slugs |
| Bulk ops | `RUBE_REMOTE_WORKBENCH` with `run_composio_tool()` |
| Full schema | `RUBE_GET_TOOL_SCHEMAS` for tools with `schemaRef` |

---
*Powered by [Composio](https://composio.dev)*

Overview

This skill automates Bonsai tasks through Composio's Bonsai toolkit using the Rube MCP. It provides a reproducible pattern: discover tools, confirm Bonsai connection, and execute composio tools via RUBE_MULTI_EXECUTE_TOOL. The skill emphasizes dynamic tool discovery and strict schema compliance to avoid runtime errors.

How this skill works

The skill always starts by calling RUBE_SEARCH_TOOLS to fetch current tool slugs, input schemas, recommended execution plans, and pagination tokens. Next it verifies or establishes an active Bonsai connection using RUBE_MANAGE_CONNECTIONS. Finally it runs one or more tools with RUBE_MULTI_EXECUTE_TOOL (including memory and a session ID) or uses RUBE_REMOTE_WORKBENCH for bulk operations.

When to use it

  • Automating model management, training, or deployment tasks in Bonsai via Composio.
  • Running multi-step Bonsai workflows that require orchestration across Composio tools.
  • Building integrations where tool schemas may change frequently and discovery is required.
  • Performing bulk or batch operations using RUBE_REMOTE_WORKBENCH with run_composio_tool().
  • When you need reproducible sessions and centralized connection management for Bonsai.

Best practices

  • Always call RUBE_SEARCH_TOOLS first; never hardcode tool slugs or field names.
  • Verify Bonsai connection status via RUBE_MANAGE_CONNECTIONS and follow any auth links until status is ACTIVE.
  • Include an explicit memory object (even {}) in RUBE_MULTI_EXECUTE_TOOL calls.
  • Reuse session IDs for a single workflow; create new sessions for distinct workflows.
  • Respect tool schemas exactly: use field names, types, and required fields from the search response.
  • Handle pagination tokens on search responses and continue fetching until results are complete.

Example use cases

  • Discovering available Bonsai operations, then launching a training job with schema-compliant arguments.
  • Checking connection status and completing auth flow before running deployment or inference tools.
  • Running a sequence of composio tools in one session to provision models, run tests, and deploy.
  • Executing bulk updates or migrations across multiple Bonsai resources via RUBE_REMOTE_WORKBENCH.
  • Integrating Bonsai automation into CI/CD pipelines that require dynamic tool lookup.

FAQ

Why must I call RUBE_SEARCH_TOOLS every time?

Tool schemas and available tool slugs can change; a fresh RUBE_SEARCH_TOOLS call ensures you use the current schema and avoid invalid arguments.

What if RUBE_MANAGE_CONNECTIONS shows the toolkit as not ACTIVE?

Follow the provided auth link in the manage connections response to complete authorization, then re-check until the connection status is ACTIVE before executing tools.