# How to integrate LimaData MCP with Atomic Agent ```json { "title": "How to integrate LimaData MCP with Atomic Agent", "toolkit": "LimaData", "toolkit_slug": "limadata", "framework": "Atomic Agent", "framework_slug": "atomic-agent", "url": "https://composio.dev/toolkits/limadata/framework/atomic-agent", "markdown_url": "https://composio.dev/toolkits/limadata/framework/atomic-agent.md", "updated_at": "2026-10-23T05:33:25.417Z" } ``` ## 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 LimaData. 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 LimaData account. See the [Atomic Agent documentation](https://atomicagent.io/docs/?cta_placement=atomic-agent-docs) for installation instructions. ## Also integrate LimaData with - [ChatGPT](https://composio.dev/toolkits/limadata/framework/chatgpt) - [Claude Cowork](https://composio.dev/toolkits/limadata/framework/claude-cowork) - [Hermes](https://composio.dev/toolkits/limadata/framework/hermes-agent) ## TL;DR ### How Atomic Agent connects to LimaData 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 LimaData to Atomic Agent ### Connect LimaData 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 LimaData. It searches Composio for the right tool. - On first use, open the sign-in link returned in the chat. Connect your LimaData 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 LimaData MCP server, and what's possible with it? The LimaData MCP server is an implementation of the Model Context Protocol that connects your AI agent and assistants like Claude, Cursor, etc directly to your LimaData account. It provides structured and secure access to B2B company and person enrichment, contact discovery, database search, audience identity, and web research, so your agent can enrich prospects, find professional contact details, research companies and people, extract information from web pages, and prepare audience identifiers on your behalf. - Company and person enrichment: Have your agent enrich companies from their domains or LinkedIn pages, and enrich professionals using their email, profile URL, or name and company. - Contact discovery: Direct your agent to find work emails, personal emails, phone numbers, and social profiles for known professionals. - Database and employee search: Let the agent search LimaData's company and people database, count matching records, or find employees at selected companies by job title. - Web research and page extraction: Instruct your agent to search the web, research a question with source-backed context, or extract clean content and metadata from up to 10 web pages. - Audience matching and email verification: Have your agent create advertising audience identifiers, retrieve email hashes for audience matching, verify email deliverability, and check the connected credit balance. ## Supported Tools | Tool slug | Name | Description | |---|---|---| | `LIMADATA_COUNT_DATABASE_RECORDS` | Count Database Records | Count matching companies or people without retrieving records. Successful counts cost about 0.1 credits; people counts require a filter expression rather than an AI prompt. | | `LIMADATA_ENRICH_COMPANY` | Enrich Company | Enrich a company from its domain or LinkedIn company URL; a successful lookup costs about 1 credit. | | `LIMADATA_ENRICH_PERSON` | Enrich Person | Enrich a professional profile from an email, LinkedIn URL, or name plus company; a successful base lookup costs about 1 credit, with extra credits only when requested work email or phone data is found. | | `LIMADATA_EXTRACT_WEB_PAGES` | Extract Web Pages | Extract clean Markdown and metadata from up to 10 URLs, optionally including links, images, and JavaScript-rendered content. A successful extraction costs about 0.1 credits. | | `LIMADATA_FIND_COMPANY_LINKEDIN_PAGE` | Find Company LinkedIn Page | Find a company's LinkedIn page URL from its website domain. | | `LIMADATA_FIND_PERSONAL_EMAIL` | Find Personal Email | Find a personal email from a work email or social-profile URL; a no-match response is free and returns found=false. | | `LIMADATA_FIND_PERSON_PROFILES` | Find Person Profiles | Find LinkedIn, GitHub, X, and Facebook profiles from an email or from a full name plus company identity. Name-based calls cost about 2 credits even on no-match; successful email-only reverse lookups cost about 5 credits. | | `LIMADATA_FIND_PHONE_NUMBERS` | Find Phone Numbers | Find phone numbers from a LinkedIn profile or a name plus company. A successful match costs about 10 credits; no-match is free and returns found=false. | | `LIMADATA_FIND_WORK_EMAIL` | Find Work Email | Find a work email using either a LinkedIn profile URL or a full name plus company domain. No-match responses are free and return found=false. | | `LIMADATA_FORMAT_AD_AUDIENCE` | Format Ad Audience | Resolve a person to hashed audience identifiers formatted for one advertising network or the universal format. | | `LIMADATA_GET_AUDIENCE_EMAIL_HASHES` | Get Audience Email Hashes | Resolve a LinkedIn profile or work email to normalized and original SHA-256 email hashes for audience matching. | | `LIMADATA_GET_CREDIT_BALANCE` | Get Credit Balance | Return the connected LimaData account's current whole-number credit balance before or after credit-consuming operations. | | `LIMADATA_GET_FILTER_SUGGESTIONS` | Get Filter Suggestions | Return autocomplete suggestions for an exact LimaData database filter key; the provider's accepted filter-key vocabulary is not publicly enumerated, and unsupported keys return a validation error. | | `LIMADATA_RESEARCH_WEB` | Research Web | Retrieve web context or a synthesized, source-backed answer for a natural-language question; this operation consumes credits. | | `LIMADATA_SEARCH_COMPANY_EMPLOYEES` | Search Company Employees | Search for employees at specified companies, optionally by job title, and return one credit-metered page. | | `LIMADATA_SEARCH_DATABASE` | Search Database | Search LimaData's company or people database and return one page. Each search costs at least 1 credit even with no results and may add per-record charges. | | `LIMADATA_SEARCH_WEB` | Search Web | Return one provider page of ranked organic web results with titles, URLs, and snippets. Successful searches consume credits. | | `LIMADATA_VERIFY_EMAIL` | Verify Email | Check an email's deliverability, risk, and mailbox evidence; a successful verification costs about 0.3 credits. | ## 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 LimaData from Atomic Agent With your account connected, ask Atomic Agent to work with LimaData 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 LimaData MCP Agent with another framework - [ChatGPT](https://composio.dev/toolkits/limadata/framework/chatgpt) - [Claude Cowork](https://composio.dev/toolkits/limadata/framework/claude-cowork) - [Hermes](https://composio.dev/toolkits/limadata/framework/hermes-agent) ## Related Toolkits - [HubSpot](https://composio.dev/toolkits/hubspot) - HubSpot is an all-in-one marketing, sales, and customer service platform. It lets teams nurture leads, automate outreach, and track every customer interaction in one place. - [Pipedrive](https://composio.dev/toolkits/pipedrive) - Pipedrive is a sales management platform offering pipeline visualization, lead tracking, and workflow automation. It helps sales teams keep deals moving forward efficiently and never miss a follow-up. - [Salesforce](https://composio.dev/toolkits/salesforce) - Salesforce is a leading CRM platform that helps businesses manage sales, service, and marketing. It centralizes customer data, enabling teams to drive growth and build strong relationships. - [Apollo](https://composio.dev/toolkits/apollo) - Apollo is a CRM and lead generation platform that helps businesses discover contacts and manage sales pipelines. Use it to streamline customer outreach and track your deals from one place. - [Attio](https://composio.dev/toolkits/attio) - Attio is a customizable CRM and workspace for managing your team's relationships and workflows. It helps teams organize contacts, automate tasks, and collaborate more efficiently. - [Acculynx](https://composio.dev/toolkits/acculynx) - AccuLynx is a cloud-based roofing business management software for contractors. It streamlines project tracking, lead management, and document sharing. - [Addressfinder](https://composio.dev/toolkits/addressfinder) - Addressfinder is a data quality platform for verifying addresses, emails, and phone numbers. It helps you ensure accurate customer and contact data every time. - [Affinity](https://composio.dev/toolkits/affinity) - Affinity is a relationship intelligence CRM that helps private capital investors find, manage, and close more deals. It streamlines deal flow and surfaces key connections to help you win opportunities. - [Agencyzoom](https://composio.dev/toolkits/agencyzoom) - AgencyZoom is a sales and performance platform built for P&C insurance agencies. It helps agents boost sales, retain clients, and analyze producer results in one place. - [Agile CRM](https://composio.dev/toolkits/agile_crm) - Agile CRM is a unified customer management platform combining contacts, sales pipelines, marketing, and support. Use it to centralize customer data, automate campaigns, and manage deals and tickets in one place. - [Bettercontact](https://composio.dev/toolkits/bettercontact) - Bettercontact is a smart contact enrichment tool for finding emails and phone numbers. It helps boost lead generation with automated, waterfall search across multiple sources. - [Blackbaud](https://composio.dev/toolkits/blackbaud) - Blackbaud provides cloud-based software for nonprofits, schools, and healthcare institutions. It streamlines fundraising, donor management, and mission-driven operations. - [Blitz API](https://composio.dev/toolkits/blitz_api) - Blitz API is a people, company, and job search API with contact and company enrichment. Use it to enrich leads and accelerate sales outreach with accurate contact and firmographic data. - [Brilliant directories](https://composio.dev/toolkits/brilliant_directories) - Brilliant Directories is an all-in-one platform for building and managing online membership communities and business directories. It streamlines listings, member management, and engagement tools into a single, easy interface. - [Capsule crm](https://composio.dev/toolkits/capsule_crm) - Capsule CRM is a user-friendly CRM platform for managing contacts and sales pipelines. It helps businesses organize relationships and streamline their sales process efficiently. - [Centralstationcrm](https://composio.dev/toolkits/centralstationcrm) - CentralStationCRM is an easy-to-use CRM software focused on collaboration and long-term customer relationships. It helps teams manage contacts, deals, and communications all in one place. - [Clarify MCP](https://composio.dev/toolkits/clarify_mcp) - Clarify MCP is a CRM platform for managing companies, people, deals, meetings, tasks, lists, and campaigns. Use it to centralize CRM data and streamline sales and marketing workflows. - [Clay](https://composio.dev/toolkits/clay) - Clay is a go-to-market data enrichment and workflow automation platform for searching people and companies, running routines, and querying workspace tables. It helps teams enrich leads, automate GTM workflows, and keep workspace data synchronized. - [Clay MCP](https://composio.dev/toolkits/clay_mcp) - Clay MCP is a prospect enrichment service for researching companies and contacts. It runs enrichment providers and Clay functions to return enriched prospect data. - [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. ## Frequently Asked Questions ### What are the differences in Tool Router MCP and LimaData MCP? With a standalone LimaData MCP server, the agents and LLMs can only access a fixed set of LimaData tools tied to that server. However, with the Composio Tool Router, agents can dynamically load tools from LimaData 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 LimaData tools. ### Can I manage the permissions and scopes for LimaData while using Tool Router? Yes, absolutely. You can configure which LimaData 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 LimaData data and credentials are handled as safely as possible. --- [See all toolkits](https://composio.dev/toolkits) ยท [Composio docs](https://docs.composio.dev/llms.txt)