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Bloom MCP Guide

Build an AI Marketing Agent

Give your AI agent the ability to generate on-brand images, ads, and social content. Connect Bloom's MCP to Claude Code, OpenClaw, n8n, or any agent framework.

AI agents can write copy, manage campaigns, and analyze data. But when it comes to creative — the images, the ads, the social posts — they hit a wall. They can't generate visuals that match your brand. Bloom gives them that ability.

How it works

Add Bloom as a tool your agent can call. One-time brand setup, then generate on-brand creative autonomously.

1

Set up Bloom

Create an API key and connect Bloom to your MCP client. Works with Claude Code, Cursor, VS Code, and Windsurf. Follow the setup guide. For non-MCP agents, use the REST API directly.

2

Onboard your brand once

Tell your agent to onboard a brand with a URL. Bloom scrapes your visual identity — logo, colors, fonts, aesthetic. The brand persists across all future generations, so this is a one-time step.

“Add this brand to Bloom: https://your-brand.com”

3

Let the agent create

Your agent now has full creative capabilities. It can generate images, edit them with natural language, resize for any platform, and upload reference images — all on-brand, all autonomously.

“Generate a product hero shot with a lifestyle background for the summer campaign. Use 4:5 for Meta.”

“The CTA text isn't prominent enough — make it bigger.”

“Resize the top 3 performers for Instagram Stories.”

What agents are building

Daily creative refresh

An agent that generates fresh ad creative every morning, pushes to Slack for review, and uploads approved assets to Meta Ads Manager.

Multi-brand agency bot

An agent that manages creative for multiple client brands. Onboard each brand once, then generate on-brand assets for any client on demand.

Performance-driven iteration

An agent that reads campaign performance data, identifies underperforming ads, and generates replacement creative automatically.

Content factory

An agent that takes a product catalog and generates social media images, email headers, and ad creative for every SKU.

Who this is for

Developers building AI agents that need visual creative capabilities
Marketers automating their creative pipeline with Claude Code or OpenClaw
Agencies building white-label creative tools for their clients
SaaS products that want to offer AI image generation as a feature

Frequently asked questions

What agent frameworks work with Bloom?

Any framework that supports MCP or REST APIs. This includes Claude Code, Cursor, OpenClaw, n8n, Zapier, Make, Relay, and custom agents built with the Anthropic SDK, LangChain, or CrewAI. The MCP endpoint works with any MCP-compatible client. The REST API works with anything that can make HTTP requests.

Can the agent run autonomously on a schedule?

Yes. Use n8n, OpenClaw, or a cron job to trigger your agent on a schedule. The agent calls Bloom's API to generate fresh creative, then pushes it wherever you need — Slack, email, Google Drive, or directly to your ad platform.

How does the agent keep creative on-brand?

Onboard your brand once with Bloom. The brand session ID is a persistent reference — every generation tied to that session automatically matches your visual identity. The agent doesn't need to re-learn your brand each time.

Can the agent iterate on creative without human involvement?

Yes. The generate → edit → resize loop works entirely through the API. An agent can generate an image, evaluate it, edit with natural language instructions, and resize for different placements — all programmatically.

What does it cost to run an AI marketing agent?

Bloom starts at $20/month (Plus plan, 50 image credits) with a $5 trial for 3 days. Each 2K image costs 1 credit, 4K costs 2. For high-volume agents, the Pro plan offers 200 credits. Annual plans save 20%. See pricing

Give your agent creative superpowers

Get your API key and connect Bloom to your agent in under a minute.

Get your API key