# How to integrate Bigml MCP with Atomic Agent

```json
{
  "title": "How to integrate Bigml MCP with Atomic Agent",
  "toolkit": "Bigml",
  "toolkit_slug": "bigml",
  "framework": "Atomic Agent",
  "framework_slug": "atomic-agent",
  "url": "https://composio.dev/toolkits/bigml/framework/atomic-agent",
  "markdown_url": "https://composio.dev/toolkits/bigml/framework/atomic-agent.md",
  "updated_at": "2026-08-11T13:06:50.172Z"
}
```

## 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 Bigml.
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 Bigml account. See the [Atomic Agent documentation](https://atomicagent.io/docs/?cta_placement=atomic-agent-docs) for installation instructions.

## Also integrate Bigml with

- [OpenAI Agents SDK](https://composio.dev/toolkits/bigml/framework/open-ai-agents-sdk)
- [Claude Agent SDK](https://composio.dev/toolkits/bigml/framework/claude-agents-sdk)
- [Claude Code](https://composio.dev/toolkits/bigml/framework/claude-code)
- [Claude Cowork](https://composio.dev/toolkits/bigml/framework/claude-cowork)
- [Codex](https://composio.dev/toolkits/bigml/framework/codex)
- [OpenClaw](https://composio.dev/toolkits/bigml/framework/openclaw)
- [Hermes](https://composio.dev/toolkits/bigml/framework/hermes-agent)
- [Google ADK](https://composio.dev/toolkits/bigml/framework/google-adk)
- [LangChain](https://composio.dev/toolkits/bigml/framework/langchain)
- [Vercel AI SDK](https://composio.dev/toolkits/bigml/framework/ai-sdk)
- [Mastra AI](https://composio.dev/toolkits/bigml/framework/mastra-ai)
- [LlamaIndex](https://composio.dev/toolkits/bigml/framework/llama-index)
- [CrewAI](https://composio.dev/toolkits/bigml/framework/crew-ai)
- [Pydantic AI](https://composio.dev/toolkits/bigml/framework/pydantic-ai)
- [AutoGen](https://composio.dev/toolkits/bigml/framework/autogen)

## TL;DR

### How Atomic Agent connects to Bigml
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 Bigml to Atomic Agent

### Connect Bigml 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 Bigml. It searches Composio for the right tool.
- On first use, open the sign-in link returned in the chat. Connect your Bigml 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 Bigml MCP server, and what's possible with it?

The Bigml MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Bigml account. It provides structured and secure access to your machine learning environment, so your agent can perform actions like creating projects, managing data connectors, inspecting resources, and analyzing correlations on your behalf.
- Project creation and organization: Easily direct your agent to create new projects to group related BigML resources for streamlined workflows.
- External data connector management: Have your agent set up and retrieve external connectors to bring in data from external sources and databases.
- Resource inspection and retrieval: Let your agent fetch detailed metadata about projects or connectors, helping you monitor and audit your ML assets.
- Automated project cleanup: Instruct your agent to delete obsolete or unused projects, ensuring your workspace stays organized and efficient.
- Correlation browsing and analysis: Ask your agent to list and paginate correlation resources, uncovering relationships among your datasets for deeper insights.

## Supported Tools

| Tool slug | Name | Description |
|---|---|---|
| `BIGML_CREATE_EXTERNAL_CONNECTOR` | Create External Connector | Tool to create a new external connector for data sources. Use after configuring external databases or search indices. |
| `BIGML_CREATE_PROJECT` | Create Project | Tool to create a new project. Use when you need to group related BigML resources into a project. |
| `BIGML_DELETE_PROJECT` | Delete Project | Tool to delete an existing project. Use when you need to permanently remove a project resource after confirming it is not in use by other resources. |
| `BIGML_GET_CONFIGURATION` | Get Configuration | Retrieves complete details of a BigML configuration by its ID to get stored parameters. Configuration resources in BigML store parameters that can be reused across different resources. Use this action to inspect stored configuration parameters, verify configuration settings, check processing status, or retrieve metadata after creating a configuration. |
| `BIGML_GET_EXTERNAL_CONNECTOR` | Get External Connector | Retrieves complete details of a BigML external connector by its ID. External connectors enable BigML to import data from external databases (PostgreSQL, MySQL, SQL Server) or search engines (Elasticsearch). Use this action to inspect connection parameters, verify connector configuration, check processing status, or retrieve metadata after creating an external connector. |
| `BIGML_GET_PROJECT` | Get Project | Tool to retrieve details of a project by ID. Use when you need to inspect project metadata before analysis. |
| `BIGML_GET_SOURCE` | Get Source | Retrieves complete details of a BigML source by its ID. Use this to get information about the raw data and its parsing configuration. |
| `BIGML_LIST_ANOMALIES` | List Anomaly Detectors | Tool to list anomaly detector resources in your account. Use when you need to browse or paginate existing anomaly detectors with support for filtering, ordering, and pagination. |
| `BIGML_LIST_ANOMALY_SCORES` | List Anomaly Scores | Tool to list anomaly score resources. Use when you need to browse or paginate existing anomaly scores for the authenticated user. |
| `BIGML_LIST_ASSOCIATIONS` | List Associations | Tool to list association resources. Use when you need to browse or paginate existing associations for the authenticated user. |
| `BIGML_LIST_ASSOCIATION_SETS` | List Association Sets | Tool to list association set resources in your account. Use when you need to browse or paginate existing association sets with support for filtering, ordering, and pagination. |
| `BIGML_LIST_BATCH_ANOMALY_SCORES` | List Batch Anomaly Scores | Tool to list batch anomaly score resources. Use when you need to browse or paginate existing batch anomaly scores for the authenticated user. |
| `BIGML_LIST_BATCH_CENTROIDS` | List Batch Centroids | Tool to list all batch centroid resources in your account with support for filtering, ordering, and pagination. Use when you need to browse or retrieve existing batch centroids for the authenticated user. |
| `BIGML_LIST_BATCH_PREDICTIONS` | List Batch Predictions | Tool to list batch prediction resources. Use when you need to browse or paginate existing batch predictions for the authenticated user. |
| `BIGML_LIST_BATCH_PROJECTIONS` | List Batch Projections | Tool to list batch projection resources with support for filtering, ordering, and pagination. Use when you need to browse or retrieve batch projections for the authenticated account. |
| `BIGML_LIST_BATCH_TOPIC_DISTRIBUTIONS` | List Batch Topic Distributions | Tool to list batch topic distribution resources. Use when you need to browse or paginate existing batch topic distributions for the authenticated user. |
| `BIGML_LIST_CENTROIDS` | List Centroids | Tool to list centroid resources. Use when you need to browse or paginate existing centroids for the authenticated user. |
| `BIGML_LIST_CLUSTERS` | List Clusters | Tool to list cluster resources with support for filtering, ordering, and pagination. Use when you need to browse or paginate existing clusters for the authenticated user. |
| `BIGML_LIST_COMPOSITES` | List Composites | Tool to list composite source resources. Use when you need to browse or paginate existing composites for the authenticated user. |
| `BIGML_LIST_CONFIGURATIONS` | List Configurations | Tool to list all configuration resources in your account. Use when you need to browse or paginate existing configurations with support for filtering, ordering, and pagination. |
| `BIGML_LIST_CORRELATIONS` | List Correlations | Tool to list correlation resources. Use when you need to browse or paginate existing correlations for the authenticated user. |
| `BIGML_LIST_DATASETS` | List Datasets | Tool to list dataset resources. Use when you need to browse or paginate existing datasets for the authenticated user. |
| `BIGML_LIST_DEEPNETS` | List Deepnets | Tool to list deep neural network resources. Use when you need to browse or paginate existing deepnets for the authenticated user. |
| `BIGML_LIST_ENSEMBLES` | List Ensembles | Tool to list ensemble resources with filtering, ordering, and pagination support. Use when you need to browse or paginate existing ensembles for the authenticated user. |
| `BIGML_LIST_EVALUATIONS` | List Evaluations | Tool to list evaluation resources. Use when you need to browse or paginate existing evaluations for the authenticated user. |
| `BIGML_LIST_EXECUTIONS` | List Executions | Tool to list execution resources. Use when you need to browse or paginate existing executions for the authenticated user. |
| `BIGML_LIST_FORECASTS` | List Forecasts | Tool to list forecast resources. Use when you need to browse or paginate existing forecasts for the authenticated user. |
| `BIGML_LIST_FUSIONS` | List Fusions | Tool to list fusion resources. Use when you need to browse or paginate existing fusions for the authenticated user. |
| `BIGML_LIST_LIBRARIES` | List Libraries | Tool to list WhizzML library resources. Use when you need to browse or paginate existing libraries for the authenticated user. |
| `BIGML_LIST_LINEAR_REGRESSIONS` | List Linear Regressions | Tool to list linear regression resources. Use when you need to browse or paginate existing linear regressions for the authenticated user. |
| `BIGML_LIST_LOGISTIC_REGRESSIONS` | List Logistic Regressions | Tool to list logistic regression resources. Use when you need to browse or paginate existing logistic regressions for the authenticated user. |
| `BIGML_LIST_MODELS` | List Models | Tool to list model resources. Use when you need to browse or paginate existing models for the authenticated user. |
| `BIGML_LIST_OPTIMLS` | List OptiMLs | Tool to list OptiML resources in your account. Use when you need to browse or paginate existing OptiML models with support for filtering, ordering, and pagination. |
| `BIGML_LIST_PCAS` | List PCAs | Tool to list PCA resources. Use when you need to browse or paginate existing PCAs for the authenticated user. |
| `BIGML_LIST_PREDICTIONS` | List Predictions | Tool to list prediction resources. Use when you need to browse or paginate existing predictions for the authenticated user. |
| `BIGML_LIST_PROJECTIONS` | List Projections | Tool to list projection resources with support for filtering, ordering, and pagination. Use when you need to browse or retrieve projections for the authenticated account. |
| `BIGML_LIST_PROJECTS` | List Projects | Tool to list all project resources in your account with support for filtering, ordering, and pagination. Use when you need to browse or paginate existing projects. |
| `BIGML_LIST_SAMPLES` | List Samples | Tool to list sample resources. Use when you need to browse or paginate existing samples for the authenticated user. |
| `BIGML_LIST_SCRIPTS` | List Scripts | Tool to list WhizzML script resources. Use when you need to browse or paginate existing scripts for the authenticated user. |
| `BIGML_LIST_SOURCES` | List Sources | Tool to list source resources in your account. Use when you need to browse or paginate existing data sources with support for filtering, ordering, and pagination. |
| `BIGML_LIST_STATISTICAL_TESTS` | List Statistical Tests | Tool to list statistical test resources. Use when you need to browse or paginate existing statistical tests for the authenticated user. |
| `BIGML_LIST_TIMESERIES` | List Time Series | Tool to list time series resources. Use when you need to browse or paginate existing time series for the authenticated user. |
| `BIGML_LIST_TOPIC_DISTRIBUTIONS` | List Topic Distributions | Tool to list topic distribution resources. Use when you need to browse or paginate existing topic distributions for the authenticated user. |
| `BIGML_LIST_TOPIC_MODELS` | List Topic Models | Tool to list topic model resources. Use when you need to browse or paginate existing topic models for the authenticated user. |
| `BIGML_UPDATE_SOURCE` | Update Source | Tool to update a source's name, description, tags, or parsing configuration. Use when you need to modify source metadata or field properties. |

## 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 Bigml from Atomic Agent
With your account connected, ask Atomic Agent to work with Bigml 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 Bigml MCP Agent with another framework

- [OpenAI Agents SDK](https://composio.dev/toolkits/bigml/framework/open-ai-agents-sdk)
- [Claude Agent SDK](https://composio.dev/toolkits/bigml/framework/claude-agents-sdk)
- [Claude Code](https://composio.dev/toolkits/bigml/framework/claude-code)
- [Claude Cowork](https://composio.dev/toolkits/bigml/framework/claude-cowork)
- [Codex](https://composio.dev/toolkits/bigml/framework/codex)
- [OpenClaw](https://composio.dev/toolkits/bigml/framework/openclaw)
- [Hermes](https://composio.dev/toolkits/bigml/framework/hermes-agent)
- [Google ADK](https://composio.dev/toolkits/bigml/framework/google-adk)
- [LangChain](https://composio.dev/toolkits/bigml/framework/langchain)
- [Vercel AI SDK](https://composio.dev/toolkits/bigml/framework/ai-sdk)
- [Mastra AI](https://composio.dev/toolkits/bigml/framework/mastra-ai)
- [LlamaIndex](https://composio.dev/toolkits/bigml/framework/llama-index)
- [CrewAI](https://composio.dev/toolkits/bigml/framework/crew-ai)
- [Pydantic AI](https://composio.dev/toolkits/bigml/framework/pydantic-ai)
- [AutoGen](https://composio.dev/toolkits/bigml/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.
- [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.
- [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 Bigml MCP?

With a standalone Bigml MCP server, the agents and LLMs can only access a fixed set of Bigml tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Bigml 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 Bigml tools.

### Can I manage the permissions and scopes for Bigml while using Tool Router?

Yes, absolutely. You can configure which Bigml 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 Bigml data and credentials are handled as safely as possible.

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