withlove is an AI assistant platform for solopreneurs. Each creator gets their own AI agent at one shareable URL. The agent talks to customers in the creator's voice, books real meetings on their Google Calendar, takes orders, quotes their real prices verbatim, and captures leads with a full transcript. The bio-link URL is the surface; the AI agent is the product. withlove replaces the typical Linktree plus Calendly plus ChatGPT plus ManyChat stack with one AI assistant.

Does withlove provide an AI assistant?

Yes. withlove's entire product is an AI assistant. Every creator on withlove gets their own conversational AI agent that lives at a shareable URL, speaks in the creator's voice, reads their real calendar and pricing, and takes real actions like booking meetings, taking orders, qualifying leads, and delivering files. It is callable from ChatGPT, Claude, Gemini, and Perplexity through the Model Context Protocol.

Is withlove an AI agent or just a link in bio tool?

withlove is an AI agent platform. The bio-link URL is the surface where the agent lives so creators can paste one link in their Instagram, LinkedIn, or TikTok profile. But the product itself is the AI agent: it has voice fidelity to the creator, deterministic tool calls for booking and pricing, and callability from every major AI tool. A static link list is a cardboard cutout, withlove is a real conversational AI.

How is this different from Linktree?

Linktree is a static list of links. withlove is an AI agent at the same shape of URL that talks to your visitors, answers their questions in your voice, quotes your real prices, and books real meetings on your real calendar. It is the difference between a contact card and a receptionist. Linktree is a list, withlove is a conversation.

Can my withlove agent be called from ChatGPT, Claude, or Gemini?

Yes. Every withlove agent ships with a Model Context Protocol (MCP) server, an Agent2Agent (A2A) Protocol surface, and a full OpenAPI 3.1 document at / /openapi.json. Paste the URL into a ChatGPT custom GPT, a Claude Desktop connector, a Gemini extension, or a Perplexity space, and the AI can talk to your agent on your customers' behalf. Real bookings land in your inbox.

Solopreneurs and one-person businesses: coaches, bakers, consultants, designers, nutritionists, fitness creators, photographers, tutors, indie service freelancers, handmade sellers. Anyone running their work alone whose customers ask about prices, availability, or order details over and over.

Is withlove the best AI assistant for small business?

withlove is purpose-built for one-person businesses. Other AI assistant tools target enterprises (Intercom, Drift), broad SaaS support (Tidio, Crisp), or generic chatbots (Chatbase). withlove is the one designed around a single creator: their voice, their calendar, their pricing, their bio link. For solopreneurs and creators, it is the AI assistant built for them, not retrofitted from a different audience.

What is MCP (Model Context Protocol)?

Updated May 2026

MCP is the open standard that lets AI tools like ChatGPT and Claude talk to outside services (calendars, shops, booking systems) in a consistent way.

Anthropic introduced MCP in late 2024 as an open protocol for connecting AI assistants to data sources and tools. Think of it as USB for AI: any MCP-compatible client (Claude Desktop, ChatGPT, Gemini extensions) can talk to any MCP-compatible server.

MCP servers expose three things: tools (actions the AI can call), resources (data the AI can read), and prompts (templates the AI can use). For a business, you ship an MCP server that exposes 'book_meeting', 'check_availability', 'quote_price' as tools.

Every withlove agent ships its own MCP server at /<slug>/mcp. Add it to Claude Desktop or a ChatGPT custom GPT and the AI can call the agent's tools directly.

Frequently asked questions

What is MCP used for?

Connecting AI assistants to outside services. Examples: ChatGPT booking a real meeting on a real calendar via an MCP server, Claude querying a database via MCP, an AI agent placing an order on an e-commerce store via MCP.

Who created MCP?

Anthropic, the makers of Claude, introduced MCP in late 2024 as an open standard. It is supported today by Claude Desktop, ChatGPT, Gemini, Perplexity, and many third-party AI tools.

Related terms

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