# How to integrate Ai ml api MCP with Atomic Agent ```json { "title": "How to integrate Ai ml api MCP with Atomic Agent", "toolkit": "Ai ml api", "toolkit_slug": "ai_ml_api", "framework": "Atomic Agent", "framework_slug": "atomic-agent", "url": "https://composio.dev/toolkits/ai_ml_api/framework/atomic-agent", "markdown_url": "https://composio.dev/toolkits/ai_ml_api/framework/atomic-agent.md", "updated_at": "2026-08-11T13:05:58.342Z" } ``` ## 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 Ai ml api. 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 Ai ml api account. See the [Atomic Agent documentation](https://atomicagent.io/docs/?cta_placement=atomic-agent-docs) for installation instructions. ## Also integrate Ai ml api with - [OpenAI Agents SDK](https://composio.dev/toolkits/ai_ml_api/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/ai_ml_api/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/ai_ml_api/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/ai_ml_api/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/ai_ml_api/framework/codex) - [OpenClaw](https://composio.dev/toolkits/ai_ml_api/framework/openclaw) - [Hermes](https://composio.dev/toolkits/ai_ml_api/framework/hermes-agent) - [Google ADK](https://composio.dev/toolkits/ai_ml_api/framework/google-adk) - [LangChain](https://composio.dev/toolkits/ai_ml_api/framework/langchain) - [Vercel AI SDK](https://composio.dev/toolkits/ai_ml_api/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/ai_ml_api/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/ai_ml_api/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/ai_ml_api/framework/crew-ai) - [Pydantic AI](https://composio.dev/toolkits/ai_ml_api/framework/pydantic-ai) - [AutoGen](https://composio.dev/toolkits/ai_ml_api/framework/autogen) ## TL;DR ### How Atomic Agent connects to Ai ml api 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 Ai ml api to Atomic Agent ### Connect Ai ml api 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 Ai ml api. It searches Composio for the right tool. - On first use, open the sign-in link returned in the chat. Connect your Ai ml api 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 Ai ml api MCP server, and what's possible with it? The Ai ml api MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Ai ml api account. It provides structured and secure access to powerful AI/ML models, so your agent can generate text, moderate user content, and automate intelligent workflows on your behalf. - Automated content moderation: Instantly classify and filter user-generated text or images using advanced moderation models to keep your platform safe and compliant. - Dynamic text generation: Have your agent generate chat responses, write creative copy, or complete conversations using state-of-the-art language models. - Context-aware conversation handling: Let your agent analyze conversation history and produce coherent, relevant replies for chatbots or digital assistants. - Seamless integration of AI workflows: Combine moderation and text generation tools to build smart, automated pipelines tailored to your product’s needs. ## Supported Tools | Tool slug | Name | Description | |---|---|---| | `AI_ML_API_CANCEL_RUN` | Cancel Run | Tool to cancel a run that is currently in progress. Use when you need to stop an assistant run before it completes. | | `AI_ML_API_CREATE_ASSISTANT` | Create Assistant | Tool to create an AI assistant with configurable model, instructions, and tools. Use when you need to set up a new assistant that can maintain conversation context and use tools like code_interpreter or file_search. | | `AI_ML_API_CREATE_MESSAGE` | Create Message | Tool to create a new message in a thread. Use when you need to add a user or assistant message to an existing conversation thread. | | `AI_ML_API_CREATE_RUN` | Create Run | Tool to create a run that executes an assistant on a thread. The assistant processes messages in the thread and generates responses based on its instructions and available tools. | | `AI_ML_API_CREATE_THREAD` | Create Thread | Tool to create a new thread for conversation with an assistant. Threads store messages and maintain context across interactions. Use when starting a new conversation or when you need a fresh context for assistant interactions. | | `AI_ML_API_DELETE_ASSISTANT` | Delete Assistant | Tool to delete an assistant by ID. Use when you need to remove an assistant that is no longer needed. | | `AI_ML_API_DELETE_MESSAGE` | Delete Message | Tool to delete a specific message from a thread. Use when you need to remove an unwanted or erroneous message from a conversation thread. | | `AI_ML_API_DELETE_THREAD` | Delete Thread | Tool to delete a thread by its ID. Use when you need to remove an existing thread from the system. | | `AI_ML_API_GET_ASSISTANT` | Get Assistant | Tool to retrieve details of a specific assistant by ID. Use when you need to fetch configuration, model settings, instructions, or available tools for an existing assistant. | | `AI_ML_API_GET_BILLING_BALANCE` | Get Billing Balance | Tool to retrieve the current billing balance for the account. Use when you need to check available credits, balance status, or auto-debit configuration. | | `AI_ML_API_GET_LUMA_GENERATION` | Get Luma Generation | Tool to fetch Luma AI video generation results by generation IDs. Use after creating a generation to check its status and retrieve the generated video URL when completed. | | `AI_ML_API_GET_MESSAGE` | Get Message | Tool to retrieve information about a specific message by its ID. Use when you need to fetch details of a particular message in a thread. | | `AI_ML_API_GET_RESPONSE` | Get Response by ID | Tool to retrieve a previously generated model response by its unique ID. Use when you need to access details of a specific response, including its output, status, and usage statistics. | | `AI_ML_API_GET_RUN` | Get Run | Tool to retrieve a specific run by ID from a thread. Use when you need to check the status, results, or details of a previously created run. | | `AI_ML_API_GET_RUN_STEP` | Get Run Step | Tool to retrieve a specific run step by its ID within a thread and run. Use when you need detailed information about a particular step's execution status and results. | | `AI_ML_API_GET_THREAD` | Get Thread | Tool to retrieve information about a specific thread by ID. Use when you need to fetch thread details, metadata, or available tool resources for an existing conversation thread. | | `AI_ML_API_LIST_ASSISTANTS` | List Assistants | Tool to list all assistants associated with the account. Use when you need to retrieve available assistants with pagination support. | | `AI_ML_API_LIST_BATCHES` | List Batches | Tool to get the status or results of a batch processing job. Use when you need to check the progress or retrieve results of a previously submitted batch. | | `AI_ML_API_LIST_LUMA_GENERATIONS` | List Luma AI Generations | Tool to fetch user's Luma AI video generations. Use when you need to retrieve a list of all Luma AI video generation tasks for the authenticated user. | | `AI_ML_API_LIST_MESSAGES` | List Thread Messages | Tool to retrieve a list of messages from a specific thread. Use when you need to fetch conversation history or message content from an AI assistant thread. | | `AI_ML_API_LIST_MODELS` | List Models | Tool to list all available AI models from the AI/ML API. Use when you need to retrieve the complete catalog of 400+ models including chat, image, video, voice, and other model types. | | `AI_ML_API_LIST_MODELS_WITH_DETAILS` | List Models With Details | Tool to list all available AI/ML models with detailed information including pricing, features, and capabilities. Use when you need to discover available models or get comprehensive model metadata. | | `AI_ML_API_LIST_RUNS` | List Runs | Tool to list all runs for a specific thread. Use when you need to retrieve runs with pagination support. | | `AI_ML_API_LIST_RUN_STEPS` | List Run Steps | Tool to list the steps in a run. Use when you need to retrieve and examine the execution steps of a specific run within a thread. | | `AI_ML_API_SUBMIT_TOOL_OUTPUTS` | Submit Tool Outputs | Tool to submit tool outputs for a run that requires action. Use when a run has status 'requires_action' and needs tool call results to continue execution. | | `AI_ML_API_TEXT_CHAT_COMPLETION` | Text Chat Completion | Tool to generate text completions or chat responses using a specified LLM model. Use after assembling the conversation history to produce the next response. | | `AI_ML_API_UPDATE_ASSISTANT` | Update Assistant | Tool to modify an existing assistant's properties including name, instructions, model, and tools. Use when you need to update an assistant's configuration or behavior after it has been created. | | `AI_ML_API_UPDATE_MESSAGE` | Update Message | Tool to modify metadata for a specific message in a thread. Use when you need to update message metadata such as tags or custom fields. | | `AI_ML_API_UPDATE_RUN` | Update Run | Tool to update a run's metadata with key-value pairs. Use when you need to attach or modify additional information for a specific run. | | `AI_ML_API_UPDATE_THREAD` | Update Thread | Tool to update thread metadata and tool resources in the AI/ML API. Use when you need to modify existing thread properties or attach resources. | ## 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 Ai ml api from Atomic Agent With your account connected, ask Atomic Agent to work with Ai ml api 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 Ai ml api MCP Agent with another framework - [OpenAI Agents SDK](https://composio.dev/toolkits/ai_ml_api/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/ai_ml_api/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/ai_ml_api/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/ai_ml_api/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/ai_ml_api/framework/codex) - [OpenClaw](https://composio.dev/toolkits/ai_ml_api/framework/openclaw) - [Hermes](https://composio.dev/toolkits/ai_ml_api/framework/hermes-agent) - [Google ADK](https://composio.dev/toolkits/ai_ml_api/framework/google-adk) - [LangChain](https://composio.dev/toolkits/ai_ml_api/framework/langchain) - [Vercel AI SDK](https://composio.dev/toolkits/ai_ml_api/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/ai_ml_api/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/ai_ml_api/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/ai_ml_api/framework/crew-ai) - [Pydantic AI](https://composio.dev/toolkits/ai_ml_api/framework/pydantic-ai) - [AutoGen](https://composio.dev/toolkits/ai_ml_api/framework/autogen) ## 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. - [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. - [BotMape](https://composio.dev/toolkits/botmape) - BotMape is an API platform for building AI agents, knowledge bases, conversations, and messages. Use it to manage agent workflows and track usage analytics from one place. ## Frequently Asked Questions ### What are the differences in Tool Router MCP and Ai ml api MCP? With a standalone Ai ml api MCP server, the agents and LLMs can only access a fixed set of Ai ml api tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Ai ml api 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 Ai ml api tools. ### Can I manage the permissions and scopes for Ai ml api while using Tool Router? Yes, absolutely. You can configure which Ai ml api 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 Ai ml api data and credentials are handled as safely as possible. --- [See all toolkits](https://composio.dev/toolkits) · [Composio docs](https://docs.composio.dev/llms.txt)