Google cloud vision CLI for AI Agents

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Introduction

CLIs are eating MCPs. The industry is converging on the very same idea. MCPs for all their merit can be token hungry, slow, and unreliable for complex tool chaining. However, coding agents have become incredibly good at working with CLIs, and in fact they are far more comfortable working with CLI tools than MCP.

With Composio's Universal CLI, your coding agents can talk to over 850+ SaaS applications. With Google cloud vision, agents can bulk import product images from gcs csv, list all vision ai service locations, create a new product for image recognition, and more — all without worrying about authentication.

This guide walks you through Composio Universal CLI and explains how you can connect it with coding agents like Claude Code, Codex, OpenCode, etc, for end-to-end Google cloud vision automation.

Also integrate Google cloud vision with

What is Universal CLI and why use it?

The idea behind building the universal CLI is to give agents a single command interface to interact with all your external applications. Here's what you'll get with it:

  • Agent-friendly: Coding agents like Claude Code, Codex, and OpenCode can use CLI tools natively — no MCP setup required.
  • Authentication handled: Connect once via OAuth or API Key, and all CLI commands work with your credentials automatically.
  • Tool discovery: Search, inspect, and execute 20,000+ tools across 850+ apps from one interface.
  • Trigger support: Use triggers to listen for events across your apps, powered by real-time webhooks or polling under the hood.
  • Type generation: Generate typed schemas for autocomplete and type safety in your projects.

Prerequisites

Install the Composio CLI, authenticate, and initialize your project:

bash
# Install the Composio CLI
curl -fsSL https://composio.dev/install | bash

# Authenticate with Composio
composio login

During login you'll be redirected to sign in page, finish the complete flow and you're all set.

Composio CLI authentication flow

Connecting Google cloud vision to Coding Agents via Universal CLI

Once it is installed, it's essentially done. Claude Code, Codex, OpenCode, OpenClaw, or any other agent will be able to access the CLI. A few steps to give agents access to your apps.

  1. Launch your Coding Agent — Claude Code, Codex, OpenCode, anything you prefer.
  2. Prompt it to "Authenticate with Google cloud vision"
  3. Complete the authentication and authorization flow and your Google cloud vision integration is all set.
  4. Start asking anything you want.

Supported Tools & Triggers

Tools
Create Vision ProductTool to create and return a new Product resource.
Create ReferenceImageTool to create a ReferenceImage under a product.
Delete ProductTool to permanently delete a Product and its reference images.
Get ProductTool to get information associated with a Product.
Get Product SetTool to get a ProductSet.
Import Product SetsTool to asynchronously import reference images into ProductSets from a CSV in GCS.
List IndexEndpointsTool to list IndexEndpoints in a project and location.
List LocationsTool to list available Vision AI service locations for a project.
List Vision API OperationsTool to list operations that match the specified filter.
Purge ProductsTool to asynchronously delete products in a ProductSet or orphan products.
Update ProductTool to update a Product's mutable fields: displayName, description, and productLabels.
Update Product SetTool to update a ProductSet resource.
Add Product to ProductSetTool to add a Product to a specified ProductSet.
Cancel Vision OperationTool to cancel a long-running Vision API operation.
Delete Vision API OperationTool to delete a long-running Vision API operation.
Delete Product SetTool to permanently delete a ProductSet.
Delete Reference ImageTool to permanently delete a reference image.
Get Vision API OperationTool to get the latest state of a long-running operation.
Get Reference ImageTool to get information associated with a ReferenceImage.
List Products in ProductSetTool to list Products in a specified ProductSet.
List ProjectsTool to list Google Cloud projects accessible by the authenticated user.
List Reference ImagesTool to list reference images for a product.
Remove Product from ProductSetTool to remove a Product from a specified ProductSet.

Universal CLI Commands for Google cloud vision

You can also manually execute CLI commands to interact with your Google cloud vision.

Connect your Google cloud vision account

Link your Google cloud vision account and verify the connection:

bash
# Connect your Google cloud vision account (opens OAuth flow)
composio connected-accounts link google_cloud_vision

# Verify the connection
composio connected-accounts list --toolkits google_cloud_vision

Discover Google cloud vision tools

Search and inspect available Google cloud vision tools:

bash
# List all available Google cloud vision tools
composio tools list --toolkit google_cloud_vision

# Search for Google cloud vision tools by action
composio tools search "google cloud vision"

# Inspect a tool's input schema
composio tools info GOOGLE_CLOUD_VISION_CREATE_PRODUCT

Common Google cloud vision Actions

Create Vision Product — Tool to create and return a new Product resource

bash
composio tools execute GOOGLE_CLOUD_VISION_CREATE_PRODUCT \
  --parent "projects/my-project/locations/us-east1" \
  --displayName "My Product" \
  --productCategory "apparel-v2"

Create ReferenceImage — Tool to create a ReferenceImage under a product

bash
composio tools execute GOOGLE_CLOUD_VISION_CREATE_REFERENCE_IMAGE \
  --uri "gs://my-bucket/path/to/image.jpg" \
  --parent "projects/my-project/locations/us-west1/products/12345"

Delete Product — Tool to permanently delete a Product and its reference images

bash
composio tools execute GOOGLE_CLOUD_VISION_DELETE_PRODUCT \
  --name "projects/my-project/locations/us-east1/products/my-product"

Get Product — Tool to get information associated with a Product

bash
composio tools execute GOOGLE_CLOUD_VISION_GET_PRODUCT \
  --name "projects/my-project/locations/us-east1/products/my-product"

Generate Type Definitions

Generate typed schemas for Google cloud vision tools to get autocomplete and type safety in your project:

bash
# Auto-detect language
composio generate --toolkits google_cloud_vision

# TypeScript
composio ts generate --toolkits google_cloud_vision

# Python
composio py generate --toolkits google_cloud_vision

Tips & Tricks

  • Always inspect a tool's input schema before executing: composio tools info <TOOL_NAME>
  • Pipe output with jq for better readability: composio tools execute TOOL_NAME -d '{}' | jq
  • Set COMPOSIO_API_KEY as an environment variable for CI/CD pipelines
  • Use composio dev logs tools to inspect execution logs and debug issues

Next Steps

  • Try asking your coding agent to perform various Google cloud vision operations
  • Explore cross-app workflows by connecting more toolkits
  • Set up triggers for real-time automation
  • Use composio generate for typed schemas in your projects

How to build Google cloud vision MCP Agent with another framework

OpenAI Agents SDK

OpenAI Agents SDK

Use Google cloud vision MCP with OpenAI Agents SDK

Claude Agent SDK

Claude Agent SDK

Use Google cloud vision MCP with Claude Agent SDK

Claude Code

Claude Code

Use Google cloud vision MCP with Claude Code

Codex

Codex

Use Google cloud vision MCP with Codex

OpenClaw

OpenClaw

Use Google cloud vision MCP with OpenClaw

Google ADK

Google ADK

Use Google cloud vision MCP with Google ADK

LangChain

LangChain

Use Google cloud vision MCP with LangChain

Vercel AI SDK

Vercel AI SDK

Use Google cloud vision MCP with Vercel AI SDK

Mastra AI

Mastra AI

Use Google cloud vision MCP with Mastra AI

LlamaIndex

LlamaIndex

Use Google cloud vision MCP with LlamaIndex

CrewAI

CrewAI

Use Google cloud vision MCP with CrewAI

FAQ

What is the Composio Universal CLI?

The Composio Universal CLI is a single command-line interface that lets coding agents and developers interact with 850+ SaaS applications. It handles authentication, tool discovery, action execution, and trigger setup — all from the terminal, without needing to configure MCP servers.

Which coding agents work with the Composio CLI?

Any coding agent that can run shell commands works with the Composio CLI — including Claude Code, Codex, OpenCode, OpenClaw, and others. Once the CLI is installed, agents automatically discover and use the composio commands to interact with Google cloud vision and other connected apps.

How is the CLI different from using an MCP server for Google cloud vision?

MCP servers require configuration and can be token-heavy for complex workflows. The CLI gives agents a direct, lightweight interface — no server setup needed. Agents simply call composio commands like any other shell tool. It's faster to set up, more reliable for multi-step tool chaining, and works natively with how coding agents already operate.

How safe is my Google cloud vision data when using the Composio CLI?

All sensitive data such as tokens, keys, and configuration is fully encrypted at rest and in transit. Composio is SOC 2 Type 2 compliant and follows strict security practices so your Google cloud vision data and credentials are handled as safely as possible. You can also bring your own OAuth credentials for full control.

Used by agents from

Context
Letta
glean
HubSpot
Agent.ai
Altera
DataStax
Entelligence
Rolai
Context
Letta
glean
HubSpot
Agent.ai
Altera
DataStax
Entelligence
Rolai
Context
Letta
glean
HubSpot
Agent.ai
Altera
DataStax
Entelligence
Rolai

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