# How to integrate Black Forest Labs MCP with Atomic Agent

```json
{
  "title": "How to integrate Black Forest Labs MCP with Atomic Agent",
  "toolkit": "Black Forest Labs",
  "toolkit_slug": "bfl",
  "framework": "Atomic Agent",
  "framework_slug": "atomic-agent",
  "url": "https://composio.dev/toolkits/bfl/framework/atomic-agent",
  "markdown_url": "https://composio.dev/toolkits/bfl/framework/atomic-agent.md",
  "updated_at": "2026-10-08T05:31:06.178Z"
}
```

## Introduction

Atomic Agent is an open-source AI agent that runs on your machine and supports local models through llama.cpp. Connect it to 1,500+ apps through Composio, including Black Forest Labs.
This guide uses Atomic Agent's built-in Composio integration. You need Atomic Agent v0.5.6 or later, your own Composio API key, and a Black Forest Labs account. See the [Atomic Agent documentation](https://atomicagent.io/docs/?cta_placement=atomic-agent-docs) for installation instructions.

## Also integrate Black Forest Labs with

- [ChatGPT](https://composio.dev/toolkits/bfl/framework/chatgpt)
- [Claude Cowork](https://composio.dev/toolkits/bfl/framework/claude-cowork)
- [Hermes](https://composio.dev/toolkits/bfl/framework/hermes-agent)

## TL;DR

### How Atomic Agent connects to Black Forest Labs
Atomic Agent connects to Composio's Tool Router over Streamable HTTP MCP. It discovers the tools needed for your request, and Composio handles account authentication.
Execution and account-connection tools follow Atomic Agent's configured approval policy. Review any approval prompt before allowing an action on your connected account.

## Connect Black Forest Labs to Atomic Agent

### Connect Black Forest Labs to Atomic Agent
- Sign up or sign in to the [Composio dashboard](https://dashboard.composio.dev/?cta_placement=atomic-agent-api-key). Copy your API key.
- In Atomic Agent, open the Integrations tab and select Composio. Select API key, press e, paste the key, and press Enter. The tools become available immediately, without a restart.
- Ask Atomic Agent to do something in Black Forest Labs. It searches Composio for the right tool.
- On first use, open the sign-in link returned in the chat. Connect your Black Forest Labs account, then return to Atomic Agent to continue.
### Headless setup
Add the following line to ~/.atomic-agent/.env, replacing YOUR_COMPOSIO_API_KEY with your key. Start Atomic Agent after saving the file.

```bash
COMPOSIO_API_KEY=YOUR_COMPOSIO_API_KEY
```

## What is the Black Forest Labs MCP server, and what's possible with it?

The Black Forest Labs MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Black Forest Labs account. It provides structured and secure access to hosted FLUX image and video tools, so your agent can generate and edit images, create and transform videos, manage fine-tunes, and check project credits on your behalf.
- Image generation and editing: Have your agent create FLUX images from prompts, edit reference images, erase unwanted objects, expand images beyond their original canvas, deblur them, or generate images with an existing fine-tune.
- Video creation and transformation: Direct your agent to generate videos from text or source materials, edit existing videos with a prompt, or upscale videos by a selected amount.
- Virtual try-on experiences: Let the agent combine authorized person and garment images to create virtual try-on results.
- Generation progress and results: Instruct your agent to check the status of image or video tasks and retrieve their completed results.
- Fine-tune and credit management: Have your agent review available fine-tunes, inspect a specific fine-tune, and check the project's current credit balance before paid generation or editing work.

## Supported Tools

| Tool slug | Name | Description |
|---|---|---|
| `BFL_DEBLUR_IMAGE` | Deblur Image | Submit a paid asynchronous deblurring of an authorized image. Returns the task ID, exact polling URL, and quoted cost without waiting. |
| `BFL_EDIT_VIDEO` | Edit Video | Submit a paid asynchronous prompt-directed edit of an authorized source video. Returns the task ID, exact polling URL, and quoted per-second cost without waiting for or downloading the result. |
| `BFL_ERASE_IMAGE_OBJECT` | Erase Image Object | Submit a paid asynchronous removal of a masked object from an authorized image. Returns the task ID, exact polling URL, and quoted cost without waiting for or downloading the result. |
| `BFL_GENERATE_FINETUNED_IMAGE` | Generate Fine-Tuned Image | Submit a paid asynchronous FLUX fine-tuned image generation using an existing LoRA. Returns the task ID, exact polling URL, and quoted cost; it does not wait for or download the result. |
| `BFL_GENERATE_OR_EDIT_FLUX_2_KLEIN_IMAGE` | Generate or Edit FLUX.2 Klein Image | Submit a paid asynchronous FLUX.2 Klein image generation or authorized reference-image edit with the stable 4B or 9B model. Returns the task ID, exact polling URL, and quoted cost without waiting for or downloading the result. |
| `BFL_GENERATE_OR_EDIT_IMAGE` | Generate or Edit Image | Submit a paid asynchronous FLUX 3 image generation or authorized reference-image edit. Returns a task ID, exact polling URL, and quoted cost without waiting for or downloading the result. Moderation may end the task without media. Result URLs expire quickly; download promptly and preserve the original bytes and C2PA provenance metadata. |
| `BFL_GENERATE_VIDEO` | Generate Video | Submit a paid asynchronous FLUX 3 video task from text, authorized keyframes, a source video, or a prior draft cache. Video is charged by duration and resolution. Returns a task ID and exact polling URL without waiting for or downloading outputs. |
| `BFL_GET_CREDITS` | Get Credit Balance | Return the connected BFL project's current credit balance so funds can be checked before a paid generation or editing request. |
| `BFL_GET_FINETUNE` | Get Fine-Tune | Return details for one BFL fine-tune by ID; an absent or inaccessible fine-tune is reported as not found without distinguishing access denial. |
| `BFL_GET_GENERATION_RESULT` | Get Generation Result | Fetch one status update for an asynchronous BFL task using its exact returned polling URL or task ID. Returns pending, moderation, error, not-found, and ready states without looping, downloading media, or incurring a new generation charge. |
| `BFL_LIST_FINETUNES` | List Fine-Tunes | Return all fine-tunes accessible to the connected BFL project in one unpaginated response. |
| `BFL_OUTPAINT_IMAGE` | Outpaint Image | Submit a paid asynchronous expansion of an authorized image onto a larger canvas of at most 4,194,304 pixels. Fast mode requires a base64 source; high mode also accepts HTTP(S) URLs. Returns the task ID, exact polling URL, and quoted cost without waiting for or downloading the result. |
| `BFL_UPSCALE_VIDEO` | Upscale Video | Submit a paid asynchronous upscale for the first 20 seconds of an authorized video, with an optional content prompt and 1.5x-3x scale target. Returns the task ID, exact polling URL, and quoted cost without waiting. BFL charges video upscaling per output megapixel-second. |
| `BFL_VIRTUAL_TRY_ON` | Virtual Try-On | Submit a paid asynchronous virtual try-on using authorized person and garment images. Returns the task ID, exact polling URL, and quoted cost without waiting. |

## Supported Triggers

None listed.

## Troubleshooting

### Why is my API key rejected?

Copy the key directly from the Composio dashboard. Atomic Agent requires ASCII characters because it sends the key in an HTTP header. Remove any extra characters introduced when copying.

### Why are Composio tools unavailable after saving a key?

Check that you use Atomic Agent v0.5.6 or later and that Composio is enabled in your configuration. A "composio": { "enabled": false } setting disables the integration while keeping the saved key on disk.

### Does Composio have a free plan?

The Hobby plan includes 100,000 tool calls per month. Composio-managed OAuth apps have a lower included allowance. See [Composio pricing](/pricing) for the current limits that apply to your connection.

## Complete Code

None listed.

## Conclusion

### Use Black Forest Labs from Atomic Agent
With your account connected, ask Atomic Agent to work with Black Forest Labs in natural language. You can connect more apps through the same Composio integration as you need them.
Visit the [Atomic Agent website](https://atomicagent.io/?cta_placement=atomic-agent-site) or inspect the [Atomic Agent source code](https://github.com/AtomicBot-ai/atomic-agent?cta_placement=atomic-agent-repo).

## How to build Black Forest Labs MCP Agent with another framework

- [ChatGPT](https://composio.dev/toolkits/bfl/framework/chatgpt)
- [Claude Cowork](https://composio.dev/toolkits/bfl/framework/claude-cowork)
- [Hermes](https://composio.dev/toolkits/bfl/framework/hermes-agent)

## Related Toolkits

- [Composio](https://composio.dev/toolkits/composio) - Composio is an integration platform that connects AI agents with hundreds of business tools. It streamlines authentication and lets you trigger actions across services—no custom code needed.
- [Composio search](https://composio.dev/toolkits/composio_search) - Composio search is a unified web search toolkit spanning travel, e-commerce, news, financial markets, images, and more. It lets you and your apps tap into up-to-date web data from a single, easy-to-integrate service.
- [Perplexityai](https://composio.dev/toolkits/perplexityai) - Perplexityai delivers natural, conversational AI models for generating human-like text. Instantly get context-aware, high-quality responses for chat, search, or complex workflows.
- [Browser tool](https://composio.dev/toolkits/browser_tool) - Browser tool is a virtual browser integration that lets AI agents interact with the web programmatically. It enables automated browsing, scraping, and action-taking from any AI workflow.
- [Ai ml api](https://composio.dev/toolkits/ai_ml_api) - Ai ml api is a suite of AI/ML models for natural language and image tasks. It provides fast, scalable access to advanced AI capabilities for your apps and workflows.
- [Aivoov](https://composio.dev/toolkits/aivoov) - Aivoov is an AI-powered text-to-speech platform offering 1,000+ voices in over 150 languages. Instantly turn written content into natural, human-like audio for any application.
- [All images ai](https://composio.dev/toolkits/all_images_ai) - All-Images.ai is an AI-powered image generation and management platform. It helps you create, search, and organize images effortlessly with advanced AI capabilities.
- [AltTextLab](https://composio.dev/toolkits/alt_text_lab) - AltTextLab is an AI service that generates accessible, SEO-aware alt text for images. It helps teams make image content easier to understand, index, and publish.
- [Anthropic administrator](https://composio.dev/toolkits/anthropic_administrator) - Anthropic administrator is an API for managing Anthropic organizational resources like members, workspaces, and API keys. It helps you automate admin tasks and streamline resource management across your Anthropic organization.
- [Api labz](https://composio.dev/toolkits/api_labz) - Api labz is a platform offering a suite of AI-driven APIs and workflow tools. It helps developers automate tasks and build smarter, more efficient applications.
- [Apiframe](https://composio.dev/toolkits/apiframe) - Apiframe is an API platform for generating and managing AI images, videos, music, uploads, assets, jobs, and custom LoRAs. It gives developers one clean API for creative AI workflows without juggling multiple model providers.
- [Apipie ai](https://composio.dev/toolkits/apipie_ai) - Apipie ai is an AI model aggregator offering a single API for accessing top AI models from multiple providers. It helps developers build cost-efficient, latency-optimized AI solutions without juggling multiple integrations.
- [Arize AX](https://composio.dev/toolkits/arize_ax) - Arize AX is an AI engineering platform for tracing, evaluating, and improving AI applications. Use it to debug LLM behavior, compare experiments, and improve production AI quality.
- [Artificial Analysis](https://composio.dev/toolkits/artificial_analysis) - Artificial Analysis is an independent benchmarking platform for AI models and API providers. Use it to compare model intelligence, coding, math, pricing, latency, throughput, and arena rankings.
- [AssemblyAI](https://composio.dev/toolkits/assemblyai) - AssemblyAI is a speech-to-text and audio intelligence API for uploaded or hosted media. Use it to turn audio and video into accurate transcripts, summaries, and insights.
- [Astica ai](https://composio.dev/toolkits/astica_ai) - Astica ai provides APIs for computer vision, NLP, and voice synthesis. Integrate advanced AI features into your app with a single API key.
- [Avoma](https://composio.dev/toolkits/avoma) - Avoma is an AI meeting assistant for recording, transcribing, analyzing, and managing meetings, calls, notes, scorecards, and conversation intelligence. It helps teams turn conversations into searchable notes, follow-ups, coaching insights, and revenue intelligence.
- [Bigml](https://composio.dev/toolkits/bigml) - BigML is a machine learning platform that lets you build, train, and deploy predictive models from your data. Its intuitive interface and robust API make machine learning accessible and efficient.
- [Bland AI](https://composio.dev/toolkits/bland_ai) - Bland AI is a conversational AI platform for building voice agents, phone calls, messaging, and communication workflows. Use it to automate calling, evaluate conversations, and run voice operations at scale.
- [Botbaba](https://composio.dev/toolkits/botbaba) - Botbaba is a platform for building, managing, and deploying conversational AI chatbots across messaging channels. It streamlines chatbot automation, making it easier to integrate AI into customer interactions.

## Frequently Asked Questions

### What are the differences in Tool Router MCP and Black Forest Labs MCP?

With a standalone Black Forest Labs MCP server, the agents and LLMs can only access a fixed set of Black Forest Labs tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Black Forest Labs and many other apps based on the task at hand, all through a single MCP endpoint.

### Can I use Tool Router MCP with Atomic Agent?

Yes, you can. Atomic Agent fully supports MCP integration. You get structured tool calling, message history handling, and model orchestration while Tool Router takes care of discovering and serving the right Black Forest Labs tools.

### Can I manage the permissions and scopes for Black Forest Labs while using Tool Router?

Yes, absolutely. You can configure which Black Forest Labs scopes and actions are allowed when connecting your account to Composio. You can also bring your own OAuth credentials or API configuration so you keep full control over what the agent can do.

### How safe is my data with Composio Tool Router?

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 Black Forest Labs data and credentials are handled as safely as possible.

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