# How to integrate Spoki MCP with Pydantic AI ```json { "title": "How to integrate Spoki MCP with Pydantic AI", "toolkit": "Spoki", "toolkit_slug": "spoki", "framework": "Pydantic AI", "framework_slug": "pydantic-ai", "url": "https://composio.dev/toolkits/spoki/framework/pydantic-ai", "markdown_url": "https://composio.dev/toolkits/spoki/framework/pydantic-ai.md", "updated_at": "2026-05-12T10:26:51.416Z" } ``` ## Introduction This guide walks you through connecting Spoki to Pydantic AI using the Composio tool router. By the end, you'll have a working Spoki agent that can list all whatsapp campaigns scheduled this week, get current report for your spoki account, update contact details for customer mario rossi through natural language commands. This guide will help you understand how to give your Pydantic AI agent real control over a Spoki account through Composio's Spoki MCP server. Before we dive in, let's take a quick look at the key ideas and tools involved. ## Also integrate Spoki with - [OpenAI Agents SDK](https://composio.dev/toolkits/spoki/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/spoki/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/spoki/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/spoki/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/spoki/framework/codex) - [OpenClaw](https://composio.dev/toolkits/spoki/framework/openclaw) - [Hermes](https://composio.dev/toolkits/spoki/framework/hermes-agent) - [CLI](https://composio.dev/toolkits/spoki/framework/cli) - [Google ADK](https://composio.dev/toolkits/spoki/framework/google-adk) - [LangChain](https://composio.dev/toolkits/spoki/framework/langchain) - [Vercel AI SDK](https://composio.dev/toolkits/spoki/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/spoki/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/spoki/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/spoki/framework/crew-ai) ## TL;DR Here's what you'll learn: - How to set up your Composio API key and User ID - How to create a Composio Tool Router session for Spoki - How to attach an MCP Server to a Pydantic AI agent - How to stream responses and maintain chat history - How to build a simple REPL-style chat interface to test your Spoki workflows ## What is Pydantic AI? Pydantic AI is a Python framework for building AI agents with strong typing and validation. It leverages Pydantic's data validation capabilities to create robust, type-safe AI applications. Key features include: - Type Safety: Built on Pydantic for automatic data validation - MCP Support: Native support for Model Context Protocol servers - Streaming: Built-in support for streaming responses - Async First: Designed for async/await patterns ## What is the Spoki MCP server, and what's possible with it? The Spoki MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your Spoki account. It provides structured and secure access to your WhatsApp communication workflows, so your agent can manage contacts, send and organize campaigns, retrieve reports, and automate marketing or support tasks with ease. - Contact management and automation: Instantly create, update, or delete WhatsApp contacts, and enrich them with custom fields for personalized messaging and streamlined communication. - Campaign and automation insights: Let your agent list, search, and filter campaigns or automations, enabling real-time oversight and optimization of your marketing or support workflows. - Template and tag organization: Effortlessly retrieve, search, and manage WhatsApp message templates and tags, so your agent can keep communication assets organized and ready to use. - Account reporting and analytics: Obtain current reports on message and conversation metrics, giving your agent the power to monitor campaign performance and engagement at a glance. - Agency and team coordination: Fetch all accessible agencies for the authenticated account, supporting seamless collaboration across teams or business units from within your AI workflows. ## Supported Tools | Tool slug | Name | Description | |---|---|---| | `SPOKI_ADD_CONTACT_OPERATOR` | Add Contact Operator | Tool to assign an operator to a contact's chat. Use this when you need to assign a team member to handle a specific contact's conversation. The operator must have been invited to the account first. Rate limited to 5 requests per minute. | | `SPOKI_ADD_SERVICE_USER` | Add Service User | Adds a new service user with a specific role to your Spoki account. Use this when you need to create service accounts for automation, API integrations, or specialized operator roles. Rate limit: 10 requests per minute. | | `SPOKI_CHECK_ROLE_PRIVATE_KEY` | Check Role Private Key | Tool to check if a service user role has a private key configured. Use when you need to verify key status for a role. Rate limit: 10 requests per minute. | | `SPOKI_CLONE_TEMPLATE` | Clone Template | Tool to create a duplicate copy of an existing template. Clone starts in DRAFT status. Use when you need to duplicate a template by ID. | | `SPOKI_CREATE_ACCOUNT_ONBOARDING_LINK` | Create Account Onboarding Link | Tool to create an onboarding link for a specific Spoki account. Use when you need to generate a setup link to help users configure their account. | | `SPOKI_CREATE_CUSTOM_FIELD` | Create Custom Field | Creates a new custom field in Spoki for storing additional contact data. Use this action when you need to define extra data points that can be stored on contacts beyond the standard fields. Custom fields are useful for tracking business-specific information like customer IDs, preferences, subscription dates, or any other structured data. The custom field will be available for use immediately after creation across contact management, automation workflows, and API operations. Ensure the label and code are unique and descriptive for easy identification and usage. | | `SPOKI_CREATE_LIST` | Create Contact List | Creates a new contact list in Spoki for organizing and managing contacts. Use this action when you need to create a new list for grouping contacts by campaigns, segments, or any other organizational criteria. Lists are essential for targeted messaging, automation workflows, and campaign management. Rate limit: 10 requests per minute. | | `SPOKI_CREATE_MEDIA` | Create Media File | Tool to create a new media file entry in Spoki. Use when you need to register external media files (images, videos, documents) that can be used in campaigns, messages, or other Spoki features. Rate limit: 120 requests per minute. | | `SPOKI_CREATE_OR_UPDATE_CONTACT` | Create or Update Contact | Creates a new contact or updates an existing contact in Spoki using the phone number as the unique identifier. This action performs an "upsert" operation: - If a contact with the provided phone number exists, it will be updated with the new information - If no contact exists with that phone number, a new contact will be created Use this when you need to: - Add new contacts to your Spoki account - Update existing contact information (name, email, language, custom fields) - Ensure contact records are synchronized with external systems The phone number must be in E.164 format (international format with country code). | | `SPOKI_CREATE_TEMPLATE` | Create Template | Creates a new WhatsApp message template with localizations, buttons, and media headers. Use when you need to define a reusable template for marketing campaigns, transactional notifications, or authentication messages. Templates must be approved by WhatsApp before use (created in DRAFT status). Rate limit: 10 requests per minute. | | `SPOKI_CREATE_TICKET` | Create Ticket | Tool to create a new support ticket in Spoki. Use when you need to create a ticket for tracking customer support issues or requests. Rate limit: 120 requests per minute. | | `SPOKI_DELETE_CONTACT` | Delete contact | Tool to delete a specific contact. Use after confirming the contact ID. Example prompt: "Delete contact with ID 1091234." | | `SPOKI_DELETE_CUSTOM_FIELD` | Delete Custom Field | Tool to delete a specific custom field. Cannot delete if the custom field is used in automations. Rate limit: 5 requests per minute. | | `SPOKI_DELETE_LIST` | Delete list | Tool to delete a specific list. Use after confirming the list ID. Rate limit: 5 requests per minute. | | `SPOKI_DELETE_MEDIA` | Delete media file | Tool to delete a specific media file. Use after confirming the media ID. Rate limit: 60 requests per minute. | | `SPOKI_DELETE_ROLE` | Delete role | Tool to delete a specific role. Use after confirming the role ID. Cannot delete the sole admin role. Rate limit: 5 requests per minute. | | `SPOKI_DELETE_TEMPLATE` | Delete template | Tool to delete a WhatsApp template. Use force_delete=true for templates used in automations. Rate limit: 10/min. | | `SPOKI_DELETE_TICKET` | Delete ticket | Tool to delete a specific ticket. Use after confirming the ticket ID. Rate limit: 60 requests per minute. | | `SPOKI_GENERATE_ROLE_PRIVATE_KEY` | Generate Role Private Key | Tool to generate a private key for a service user role. Use when you need to create API credentials for service users. Rate limit: 10 requests per minute. | | `SPOKI_GET_ACCOUNT_CURRENT_REPORT` | Get Account Current Report | Tool to get the current report for a specified account. Use when you need up-to-date metrics on messages and conversations for an account. Note: result is cached for 30 minutes. | | `SPOKI_LIST_ACCOUNTS` | List Accounts | Tool to retrieve a list of Spoki WhatsApp Business accounts with their details. Use when you need to view all accounts accessible to the authenticated user, including their credit balances, status, and language settings. Note: This endpoint has a rate limit of 5 requests per minute. | | `SPOKI_LIST_AGENCIES` | List Agencies | Tool to list all agencies accessible to the user. Use when you need to retrieve all agencies for the authenticated account. | | `SPOKI_LIST_AUTOMATIONS` | List Automations | Tool to list, search, and filter automations. Use after authenticating to retrieve available automations and apply optional search or platform filters. | | `SPOKI_LIST_CAMPAIGNS` | List campaigns | Tool to list, search, and filter campaigns. Use when you need to retrieve campaigns optionally filtered by scheduled datetime. | | `SPOKI_LIST_CONTACTS` | List Contacts | Tool to list, search, and filter contacts. Use when you need to retrieve contacts with optional search and filters. | | `SPOKI_LIST_CUSTOM_FIELDS` | List Custom Fields | Tool to list, search, and filter custom fields. Use when you need to fetch available custom-field definitions by label or code. | | `SPOKI_LIST_LISTS` | List Lists | Tool to list, search, and filter contact lists. Use when you need to retrieve all lists or find specific lists by name. Rate limit: 5 requests per minute. | | `SPOKI_LIST_MEDIA` | List media | Tool to list media files. Returns all media files with their details including title, content type, format, and URLs. Use when you need to retrieve or browse available media files in the account. | | `SPOKI_LIST_PARTNERS` | List Partners | List all partners accessible to the authenticated account. Partners represent business partners or affiliates associated with your Spoki account. | | `SPOKI_LIST_REPORTS` | List Reports | Tool to list, search, and filter usage reports. Use when you need to retrieve historical usage metrics with optional filters. Note: results are cached for 30 minutes. | | `SPOKI_LIST_ROLES` | List Roles | Tool to list user roles in the system. Use when you need to retrieve all role assignments for users in the account. | | `SPOKI_LIST_TAGS` | List tags | Lists all tags in the account. Returns tag details including id, name, color, and order. Use this when you need to view all available tags or find a specific tag by name. | | `SPOKI_LIST_TEMPLATES` | List templates | Tool to list, search, and filter WhatsApp templates. Use when you need to retrieve available templates, optionally filtering by keywords. | | `SPOKI_LIST_TICKETS` | List Tickets | Tool to list, search, and filter tickets. Use when you need to retrieve tickets with optional pagination and filters. | | `SPOKI_REMOVE_ALL_LIST_CONTACTS` | Remove All List Contacts | Tool to remove all contacts from a list. Use when you need to clear all contacts from a specific list. Rate limit: 5 requests per minute. | | `SPOKI_REMOVE_CONTACT_OPERATOR` | Remove Contact Operator | Tool to remove an operator from a contact's chat. Use when you need to unassign an operator from handling a specific contact's conversations. Rate limit: 5 requests per minute. | | `SPOKI_REMOVE_LIST_CONTACTS` | Remove Contacts from List | Tool to remove specific contacts from a list. Use when you need to unsubscribe or remove multiple contacts from a particular list. Rate limit: 5 requests per minute. | | `SPOKI_RESEND_INVITATION` | Resend Invitation | Tool to resend an invitation email. Use when you need to resend an existing invitation. Rate limit: 5 requests per minute. | | `SPOKI_RETRIEVE_ACCOUNT` | Retrieve Account | Retrieves detailed information about a specific Spoki WhatsApp Business account. Returns comprehensive account details including credit balance, verification status, messaging limits, quality metrics, timezone settings, and Facebook integration configuration. Use this action when you need to check account status, credit levels, or configuration details. Note: You must have access permissions for the specified account ID. | | `SPOKI_RETRIEVE_AUTOMATION` | Retrieve Automation | Tool to retrieve details of a specific automation. Use when you need name, first message, webhooks and timestamps of an existing automation. | | `SPOKI_RETRIEVE_CONTACT` | Retrieve Contact | Tool to retrieve details of a specific contact. Use when you have a contact ID and need full profile details. | | `SPOKI_RETRIEVE_CUSTOM_FIELD` | Retrieve Custom Field | Tool to retrieve details of a specific custom field. Use when you have a field ID and need its metadata before using it in automations. | | `SPOKI_RETRIEVE_LIST` | Retrieve List | Tool to retrieve details of a specific list by ID. Use when you need list metadata and contact count. Rate limit: 5 requests per minute. | | `SPOKI_RETRIEVE_MEDIA` | Retrieve Media | Tool to retrieve details of a specific media file by ID. Use when you need media file metadata. | | `SPOKI_RETRIEVE_ROLE` | Retrieve Role | Tool to retrieve details of a specific role by ID. Use when you need role information for a given role ID. Rate limit: 5 requests per minute. | | `SPOKI_RETRIEVE_TAG` | Retrieve Tag | Tool to retrieve details of a specific tag. Use when you need tag metadata by ID. | | `SPOKI_RETRIEVE_TEMPLATE` | Retrieve Template | Tool to retrieve details of a specific template. Use after obtaining a template ID. | | `SPOKI_REVERT_TEMPLATE_TO_DRAFT` | Revert Template to Draft | Tool to revert a WhatsApp template back to DRAFT status, removing it from WhatsApp. Use when you need to unpublish a template and return it to draft mode for editing. | | `SPOKI_SYNC_CONTACTS_BULK` | Bulk Sync Contacts | Tool to bulk sync (create or update) multiple contacts in a single request. Rate limit: 1 request per minute. This action performs bulk "upsert" operations: - If a contact with the provided phone number exists, it will be updated with the new information - If no contact exists with that phone number, a new contact will be created Use when you need to: - Import multiple contacts from external systems - Synchronize contact lists in bulk - Efficiently create or update many contacts at once IMPORTANT: Do not use this action to update contacts before initiating an automation. The strict rate limit (1/min) makes it unsuitable for automation workflows. | | `SPOKI_SYNC_LIST_CONTACTS` | Sync Contacts to List | Tool to create or update contacts and add them to a specific list in Spoki. Rate limit: 1 request per minute. This action performs bulk "upsert" operations and list assignment: - If a contact with the provided phone number exists, it will be updated with the new information - If no contact exists with that phone number, a new contact will be created - All synced contacts are automatically added to the specified list Use when you need to: - Add multiple contacts to a specific list - Import contacts from external systems directly into a list - Synchronize contact lists with list membership Maximum 500 contacts per request. Phone numbers must be in E.164 format (international format with country code). | | `SPOKI_UPDATE_CAMPAIGN` | Update Campaign | Tool to update an existing campaign's name, status, or scheduled time. Use when you need to modify campaign details after creation. Rate limited to 5 requests per minute. | | `SPOKI_UPDATE_CONTACT` | Update Contact | Tool to update an existing contact in Spoki. Use when you need to modify contact information for a specific contact ID. Only the fields provided will be updated; other fields remain unchanged. | | `SPOKI_UPDATE_CUSTOM_FIELD` | Update Custom Field | Tool to update a specific custom field. Use after retrieving a field to change its label. | | `SPOKI_UPDATE_INVITATION_ROLE` | Update Invitation Role | Tool to update the role of a pending invitation. Use when you need to change the role assigned to an existing invitation. Rate limit: 5 requests per minute. | | `SPOKI_UPDATE_MEDIA` | Update Media | Tool to update an existing media file in Spoki. Use when you need to modify media file details like title. Rate limit: 120 requests per minute. | | `SPOKI_UPDATE_ROLE` | Update Role | Tool to update a user's role. Use when you need to change a user's role assignment. Rate limit: 10 requests per minute. | | `SPOKI_UPDATE_TEMPLATE` | Update Template | Tool to update an existing WhatsApp template in Spoki. Use when you need to modify template name, category, subcategory, or localization details. Rate limit: 10 requests per minute. | ## Supported Triggers None listed. ## Creating MCP Server - Stand-alone vs Composio SDK The Spoki MCP server is an implementation of the Model Context Protocol that connects your AI agent to Spoki. It provides structured and secure access so your agent can perform Spoki operations on your behalf through a secure, permission-based interface. With Composio's managed implementation, you don't have to create your own developer app. For production, if you're building an end product, we recommend using your own credentials. The managed server helps you prototype fast and go from 0-1 faster. ## Step-by-step Guide ### 1. Prerequisites Before starting, make sure you have: - Python 3.9 or higher - A Composio account with an active API key - Basic familiarity with Python and async programming ### 1. Getting API Keys for OpenAI and Composio OpenAI API Key - Go to the [OpenAI dashboard](https://platform.openai.com/settings/organization/api-keys) and create an API key. You'll need credits to use the models, or you can connect to another model provider. - Keep the API key safe. Composio API Key - Log in to the [Composio dashboard](https://dashboard.composio.dev?utm_source=toolkits&utm_medium=framework_docs). - Navigate to your API settings and generate a new API key. - Store this key securely as you'll need it for authentication. ### 2. Install dependencies Install the required libraries. What's happening: - composio connects your agent to external SaaS tools like Spoki - pydantic-ai lets you create structured AI agents with tool support - python-dotenv loads your environment variables securely from a .env file ```bash pip install composio pydantic-ai python-dotenv ``` ### 3. Set up environment variables Create a .env file in your project root. What's happening: - COMPOSIO_API_KEY authenticates your agent to Composio's API - USER_ID associates your session with your account for secure tool access - OPENAI_API_KEY to access OpenAI LLMs ```bash COMPOSIO_API_KEY=your_composio_api_key_here USER_ID=your_user_id_here OPENAI_API_KEY=your_openai_api_key ``` ### 4. Import dependencies What's happening: - We load environment variables and import required modules - Composio manages connections to Spoki - MCPServerStreamableHTTP connects to the Spoki MCP server endpoint - Agent from Pydantic AI lets you define and run the AI assistant ```python import asyncio import os from dotenv import load_dotenv from composio import Composio from pydantic_ai import Agent from pydantic_ai.mcp import MCPServerStreamableHTTP load_dotenv() ``` ### 5. Create a Tool Router Session What's happening: - We're creating a Tool Router session that gives your agent access to Spoki tools - The create method takes the user ID and specifies which toolkits should be available - The returned session.mcp.url is the MCP server URL that your agent will use ```python async def main(): api_key = os.getenv("COMPOSIO_API_KEY") user_id = os.getenv("USER_ID") if not api_key or not user_id: raise RuntimeError("Set COMPOSIO_API_KEY and USER_ID in your environment") # Create a Composio Tool Router session for Spoki composio = Composio(api_key=api_key) session = composio.create( user_id=user_id, toolkits=["spoki"], ) url = session.mcp.url if not url: raise ValueError("Composio session did not return an MCP URL") ``` ### 6. Initialize the Pydantic AI Agent What's happening: - The MCP client connects to the Spoki endpoint - The agent uses GPT-5 to interpret user commands and perform Spoki operations - The instructions field defines the agent's role and behavior ```python # Attach the MCP server to a Pydantic AI Agent spoki_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY}) agent = Agent( "openai:gpt-5", toolsets=[spoki_mcp], instructions=( "You are a Spoki assistant. Use Spoki tools to help users " "with their requests. Ask clarifying questions when needed." ), ) ``` ### 7. Build the chat interface What's happening: - The agent reads input from the terminal and streams its response - Spoki API calls happen automatically under the hood - The model keeps conversation history to maintain context across turns ```python # Simple REPL with message history history = [] print("Chat started! Type 'exit' or 'quit' to end.\n") print("Try asking the agent to help you with Spoki.\n") while True: user_input = input("You: ").strip() if user_input.lower() in {"exit", "quit", "bye"}: print("\nGoodbye!") break if not user_input: continue print("\nAgent is thinking...\n", flush=True) async with agent.run_stream(user_input, message_history=history) as stream_result: collected_text = "" async for chunk in stream_result.stream_output(): text_piece = None if isinstance(chunk, str): text_piece = chunk elif hasattr(chunk, "delta") and isinstance(chunk.delta, str): text_piece = chunk.delta elif hasattr(chunk, "text"): text_piece = chunk.text if text_piece: collected_text += text_piece result = stream_result print(f"Agent: {collected_text}\n") history = result.all_messages() ``` ### 8. Run the application What's happening: - The asyncio loop launches the agent and keeps it running until you exit ```python if __name__ == "__main__": asyncio.run(main()) ``` ## Complete Code ```python import asyncio import os from dotenv import load_dotenv from composio import Composio from pydantic_ai import Agent from pydantic_ai.mcp import MCPServerStreamableHTTP load_dotenv() async def main(): api_key = os.getenv("COMPOSIO_API_KEY") user_id = os.getenv("USER_ID") if not api_key or not user_id: raise RuntimeError("Set COMPOSIO_API_KEY and USER_ID in your environment") # Create a Composio Tool Router session for Spoki composio = Composio(api_key=api_key) session = composio.create( user_id=user_id, toolkits=["spoki"], ) url = session.mcp.url if not url: raise ValueError("Composio session did not return an MCP URL") # Attach the MCP server to a Pydantic AI Agent spoki_mcp = MCPServerStreamableHTTP(url, headers={"x-api-key": COMPOSIO_API_KEY}) agent = Agent( "openai:gpt-5", toolsets=[spoki_mcp], instructions=( "You are a Spoki assistant. Use Spoki tools to help users " "with their requests. Ask clarifying questions when needed." ), ) # Simple REPL with message history history = [] print("Chat started! Type 'exit' or 'quit' to end.\n") print("Try asking the agent to help you with Spoki.\n") while True: user_input = input("You: ").strip() if user_input.lower() in {"exit", "quit", "bye"}: print("\nGoodbye!") break if not user_input: continue print("\nAgent is thinking...\n", flush=True) async with agent.run_stream(user_input, message_history=history) as stream_result: collected_text = "" async for chunk in stream_result.stream_output(): text_piece = None if isinstance(chunk, str): text_piece = chunk elif hasattr(chunk, "delta") and isinstance(chunk.delta, str): text_piece = chunk.delta elif hasattr(chunk, "text"): text_piece = chunk.text if text_piece: collected_text += text_piece result = stream_result print(f"Agent: {collected_text}\n") history = result.all_messages() if __name__ == "__main__": asyncio.run(main()) ``` ## Conclusion You've built a Pydantic AI agent that can interact with Spoki through Composio's Tool Router. With this setup, your agent can perform real Spoki actions through natural language. You can extend this further by: - Adding other toolkits like Gmail, HubSpot, or Salesforce - Building a web-based chat interface around this agent - Using multiple MCP endpoints to enable cross-app workflows (for example, Gmail + Spoki for workflow automation) This architecture makes your AI agent "agent-native", able to securely use APIs in a unified, composable way without custom integrations. ## How to build Spoki MCP Agent with another framework - [OpenAI Agents SDK](https://composio.dev/toolkits/spoki/framework/open-ai-agents-sdk) - [Claude Agent SDK](https://composio.dev/toolkits/spoki/framework/claude-agents-sdk) - [Claude Code](https://composio.dev/toolkits/spoki/framework/claude-code) - [Claude Cowork](https://composio.dev/toolkits/spoki/framework/claude-cowork) - [Codex](https://composio.dev/toolkits/spoki/framework/codex) - [OpenClaw](https://composio.dev/toolkits/spoki/framework/openclaw) - [Hermes](https://composio.dev/toolkits/spoki/framework/hermes-agent) - [CLI](https://composio.dev/toolkits/spoki/framework/cli) - [Google ADK](https://composio.dev/toolkits/spoki/framework/google-adk) - [LangChain](https://composio.dev/toolkits/spoki/framework/langchain) - [Vercel AI SDK](https://composio.dev/toolkits/spoki/framework/ai-sdk) - [Mastra AI](https://composio.dev/toolkits/spoki/framework/mastra-ai) - [LlamaIndex](https://composio.dev/toolkits/spoki/framework/llama-index) - [CrewAI](https://composio.dev/toolkits/spoki/framework/crew-ai) ## Related Toolkits - [Aeroleads](https://composio.dev/toolkits/aeroleads) - Aeroleads is a B2B lead generation platform for finding business emails and phone numbers. 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It helps businesses automate support and streamline interactions through natural, voice-powered conversations. - [Botsonic](https://composio.dev/toolkits/botsonic) - Botsonic is a no-code AI chatbot builder for easily creating and deploying chatbots to your website. It empowers businesses to offer conversational experiences without writing code. - [Botstar](https://composio.dev/toolkits/botstar) - BotStar is a comprehensive chatbot platform for designing, developing, and training chatbots visually on Messenger and websites. It helps businesses automate conversations and customer interactions without coding. - [Callerapi](https://composio.dev/toolkits/callerapi) - CallerAPI is a white-label caller identification platform for branded caller ID and fraud prevention. It helps businesses boost customer trust while stopping spam, fraud, and robocalls. - [Callingly](https://composio.dev/toolkits/callingly) - Callingly is a lead response management platform that automates immediate call and text follow-ups with new leads. It helps sales teams boost response speed and close more deals by connecting seamlessly with CRMs and lead sources. - [Callpage](https://composio.dev/toolkits/callpage) - Callpage is a lead capture platform that lets businesses instantly connect with website visitors via callback. It boosts lead generation and increases your sales conversion rates. - [Clearout](https://composio.dev/toolkits/clearout) - Clearout is an AI-powered service for verifying, finding, and enriching email addresses. It boosts deliverability and helps you discover high-quality leads effortlessly. - [Clientary](https://composio.dev/toolkits/clientary) - Clientary is a platform for managing clients, invoices, projects, proposals, and more. It streamlines client work and saves you serious admin time. - [Convolo ai](https://composio.dev/toolkits/convolo_ai) - Convolo ai is an AI-powered communications platform for sales teams. It accelerates lead response and improves conversion rates by automating calls and integrating workflows. - [Delighted](https://composio.dev/toolkits/delighted) - Delighted is a customer feedback platform based on the Net Promoter System®. It helps you quickly gather, track, and act on customer sentiment. - [Docsbot ai](https://composio.dev/toolkits/docsbot_ai) - Docsbot ai is a platform that lets you build custom AI chatbots trained on your documentation. It automates customer support and content generation, saving time and improving response quality. - [Emelia](https://composio.dev/toolkits/emelia) - Emelia is an all-in-one B2B prospecting platform for cold-email, LinkedIn outreach, and prospect research. It streamlines outbound campaigns so you can find, engage, and warm up leads faster. - [Findymail](https://composio.dev/toolkits/findymail) - Findymail is a B2B data provider offering verified email and phone contacts for sales prospecting. Enhance outreach with automated exports, email verification, and CRM enrichment. - [Freshdesk](https://composio.dev/toolkits/freshdesk) - Freshdesk is customer support software with ticketing and automation tools. It helps teams streamline helpdesk operations for faster, better customer support. - [Fullenrich](https://composio.dev/toolkits/fullenrich) - FullEnrich is a B2B contact enrichment platform that aggregates emails and phone numbers from 15+ data vendors. Instantly find and verify lead contact data to boost your outreach. - [Gatherup](https://composio.dev/toolkits/gatherup) - GatherUp is a customer feedback and online review management platform. It helps businesses boost their reputation by streamlining how they collect and manage customer feedback. ## Frequently Asked Questions ### What are the differences in Tool Router MCP and Spoki MCP? With a standalone Spoki MCP server, the agents and LLMs can only access a fixed set of Spoki tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from Spoki and many other apps based on the task at hand, all through a single MCP endpoint. ### Can I use Tool Router MCP with Pydantic AI? Yes, you can. Pydantic AI 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 Spoki tools. ### Can I manage the permissions and scopes for Spoki while using Tool Router? Yes, absolutely. You can configure which Spoki 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 Spoki data and credentials are handled as safely as possible. --- [See all toolkits](https://composio.dev/toolkits) · [Composio docs](https://docs.composio.dev/llms.txt)