# How to integrate Ragie MCP with Atomic Agent ```json { "title": "How to integrate Ragie MCP with Atomic Agent", "toolkit": "Ragie", "toolkit_slug": "ragie", "framework": "Atomic Agent", "framework_slug": "atomic-agent", "url": "https://composio.dev/toolkits/ragie/framework/atomic-agent", "markdown_url": "https://composio.dev/toolkits/ragie/framework/atomic-agent.md", "updated_at": "2026-08-11T13:05:00.014Z" } ``` ## 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 Ragie. 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 Ragie account. See the [Atomic Agent documentation](https://atomicagent.io/docs/?cta_placement=atomic-agent-docs) for installation instructions. ## Also integrate Ragie with - [OpenAI Agents SDK](https://composio.dev/toolkits/ragie/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/ragie/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/ragie/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/ragie/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/ragie/framework/codex) - [OpenClaw](https://composio.dev/toolkits/ragie/framework/openclaw) - [Hermes](https://composio.dev/toolkits/ragie/framework/hermes-agent) - [Google ADK](https://composio.dev/toolkits/ragie/framework/google-adk) - [LangChain](https://composio.dev/toolkits/ragie/framework/langchain) - [Vercel AI SDK](https://composio.dev/toolkits/ragie/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/ragie/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/ragie/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/ragie/framework/crew-ai) - [Pydantic AI](https://composio.dev/toolkits/ragie/framework/pydantic-ai) - [AutoGen](https://composio.dev/toolkits/ragie/framework/autogen) ## TL;DR ### How Atomic Agent connects to Ragie 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 Ragie to Atomic Agent ### Connect Ragie 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 Ragie. It searches Composio for the right tool. - On first use, open the sign-in link returned in the chat. Connect your Ragie 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 Ragie MCP server, and what's possible with it? The Ragie MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Ragie account. It provides structured and secure access so your agent can perform Ragie operations on your behalf. ## Supported Tools | Tool slug | Name | Description | |---|---|---| | `RAGIE_CREATE_DOCUMENT` | Create Document | Tool to upload and process a document file in Ragie. Use when you need to create a new document with support for various formats including text, images, and documents. The endpoint accepts multipart/form-data and returns a Document object with processing status and metadata. | | `RAGIE_CREATE_DOCUMENT_FROM_URL` | Create Document From URL | Tool to ingest a document from a publicly accessible URL. Use when you need to add documents to Ragie from external sources. The document undergoes processing steps (pending, partitioning, indexed, ready) before becoming available for retrieval. | | `RAGIE_CREATE_DOCUMENT_RAW` | Create Document Raw | Tool to ingest a document as raw text or JSON. Use when creating a new document from text or JSON data. The document goes through processing steps and becomes available for retrieval once in the ready state. | | `RAGIE_CREATE_INSTRUCTION` | Create Instruction | Tool to create a new instruction that applies natural language directives to documents as they're ingested or updated. Use when you need to define structured data extraction or analysis rules for documents in Ragie. | | `RAGIE_CREATE_OAUTH_REDIRECT_URL` | Create OAuth Redirect URL | Tool to create an OAuth redirect URL for initializing embedded connector OAuth flows. Use when you need to set up OAuth authentication for connectors like Google Drive, Notion, or HubSpot. | | `RAGIE_CREATE_PARTITION` | Create Partition | Tool to create a new partition for scoping documents and connections in Ragie. Use when you need to organize documents and set resource limits for different workspaces or tenants. | | `RAGIE_DELETE_DOCUMENT` | Delete Document | Tool to delete a document from Ragie. Use when you need to remove a document permanently from the system. Supports both synchronous and asynchronous deletion modes. | | `RAGIE_DELETE_INSTRUCTION` | Delete Instruction | Tool to delete an instruction and all associated entities. Use when you need to permanently remove an instruction (irreversible operation). Requires the instruction ID (UUID format). | | `RAGIE_DELETE_PARTITION` | Delete Partition | Tool to delete a partition and all associated data irreversibly. Use when you need to permanently remove a partition. Returns status 200 for synchronous deletion or 202 for asynchronous deletion. | | `RAGIE_GET_DOCUMENT` | Get Document | Tool to retrieve a specific document by its unique identifier. Use when you need to get document details, metadata, processing status, or check for errors. Returns comprehensive document information including chunk count, page count, and any processing errors. | | `RAGIE_GET_DOCUMENT_CHUNK` | Get Document Chunk | Tool to retrieve a specific document chunk by its document and chunk ID. Use when you need detailed information about a specific chunk within a document, including its content, metadata, position index, and optional modality data for audio/video chunks. | | `RAGIE_GET_DOCUMENT_CHUNK_CONTENT` | Get Document Chunk Content | Tool to retrieve document chunk content in requested format with streaming support for media. Use when you need to get the actual content of a specific chunk from a document. | | `RAGIE_GET_DOCUMENT_CHUNKS` | Get Document Chunks | Tool to retrieve document chunks with pagination support. Lists all document chunks sorted by index in ascending order (max 100 items per page). Documents created prior to 9/18/2024 that have not been updated since have chunks sorted by ID instead of index. | | `RAGIE_GET_DOCUMENT_CONTENT` | Get Document Content | Tool to retrieve the content of a document by its ID. Use when you need to access the full content of a specific document. The media_type parameter can be used to request content in different formats. | | `RAGIE_GET_DOCUMENT_SUMMARY` | Get Document Summary | Tool to retrieve an LLM-generated summary of a document by its ID. Use when you need to get a concise summary of a document's content. | | `RAGIE_GET_PARTITION` | Get Partition | Tool to retrieve a partition by ID with usage statistics and resource limits. Use when you need to get detailed information about a specific partition. | | `RAGIE_GET_RESPONSE` | Get Response | Tool to retrieve a response by its unique identifier. Use when you need to check the status or details of a previously created response. | | `RAGIE_LIST_CONNECTIONS` | List Connections | Tool to list all connections sorted by creation date descending with pagination support. Use when you need to retrieve connections, optionally filtered by metadata. | | `RAGIE_LIST_CONNECTION_SOURCE_TYPES` | List Connection Source Types | Tool to list available connection source types like 'google_drive' and 'notion' along with their metadata. Use when you need to discover what connector types are available in Ragie. | | `RAGIE_LIST_DOCUMENTS` | List Documents | Tool to list all documents sorted by creation date (descending) with pagination support. Use when you need to browse or retrieve document metadata. Supports filtering and pagination up to 100 items per page. | | `RAGIE_LIST_ENTITIES_BY_DOCUMENT` | List Entities By Document | Tool to retrieve all extracted entities from a specific document with pagination support. Use when you need to access structured data that has been extracted from a document by Ragie's entity extraction instructions. | | `RAGIE_LIST_ENTITIES_BY_INSTRUCTION` | List Entities by Instruction | Tool to retrieve entities generated by a specific instruction. Use when you need to fetch entities extracted from documents based on a specific instruction's processing. | | `RAGIE_LIST_INSTRUCTIONS` | List Instructions | Tool to retrieve all instruction records from the Ragie system. Use when you need to view all available instructions that define natural language prompts and entity schemas applied to documents. | | `RAGIE_LIST_PARTITIONS` | List Partitions | Tool to retrieve a paginated list of all partitions sorted by name in ascending order. Use when you need to list available partitions with their configurations and limits. | | `RAGIE_PATCH_DOCUMENT_METADATA` | Patch Document Metadata | Tool to update metadata for a specific document with partial update support. Use when you need to modify document metadata fields without replacing the entire metadata object. Supports both synchronous and asynchronous updates. | | `RAGIE_RETRIEVE_DOCUMENT_CHUNKS` | Retrieve Document Chunks | Tool to retrieve relevant document chunks based on a query. Use when you need to search and retrieve document content that matches a specific query, with optional filtering and reranking capabilities. | | `RAGIE_SET_PARTITION_LIMITS` | Set Partition Limits | Tool to set usage limits on partition pages and media. Use when you need to configure monthly or maximum limits for pages processed/hosted, video/audio processing, or media streaming/hosting for a specific partition. | | `RAGIE_UPDATE_DOCUMENT_FROM_URL` | Update Document From URL | Tool to update an existing document by fetching content from a publicly accessible URL. Use when you need to refresh or replace a document's content with data from a web URL. The document goes through processing steps before it is ready for retrieval. | | `RAGIE_UPDATE_DOCUMENT_RAW` | Update Document Raw | Tool to update a document's content from raw text or JSON data. Use when modifying existing document content. The document undergoes processing and becomes available for retrieval once it reaches the ready state. | | `RAGIE_UPDATE_INSTRUCTION` | Update Instruction | Tool to update an instruction's active status. Use when you need to activate or deactivate an existing instruction. | | `RAGIE_UPDATE_PARTITION` | Update Partition | Tool to update a partition's configuration including description, context-aware settings, and metadata schema. Use when you need to modify an existing partition's settings. | ## 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 Ragie from Atomic Agent With your account connected, ask Atomic Agent to work with Ragie 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 Ragie MCP Agent with another framework - [OpenAI Agents SDK](https://composio.dev/toolkits/ragie/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/ragie/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/ragie/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/ragie/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/ragie/framework/codex) - [OpenClaw](https://composio.dev/toolkits/ragie/framework/openclaw) - [Hermes](https://composio.dev/toolkits/ragie/framework/hermes-agent) - [Google ADK](https://composio.dev/toolkits/ragie/framework/google-adk) - [LangChain](https://composio.dev/toolkits/ragie/framework/langchain) - [Vercel AI SDK](https://composio.dev/toolkits/ragie/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/ragie/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/ragie/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/ragie/framework/crew-ai) - [Pydantic AI](https://composio.dev/toolkits/ragie/framework/pydantic-ai) - [AutoGen](https://composio.dev/toolkits/ragie/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. - [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 Ragie MCP? With a standalone Ragie MCP server, the agents and LLMs can only access a fixed set of Ragie tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Ragie 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 Ragie tools. ### Can I manage the permissions and scopes for Ragie while using Tool Router? Yes, absolutely. You can configure which Ragie 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 Ragie data and credentials are handled as safely as possible. --- [See all toolkits](https://composio.dev/toolkits) · [Composio docs](https://docs.composio.dev/llms.txt)