AI Agents Became Customers: Upwork's MCP Server Drew Nearly 50 Million Agent Requests Since August

Robauto Team · Published Nov 10, 2026 · Last updated Nov 10, 2026

Upwork says AI agents are a new class of client: nearly 50M requests and $3M+ est. annualized revenue via its MCP server. Neon, Responsive, and The Zebra show the same trend. Here is how brands can get agent-ready.

For years, the big question for brands was simple: can people find us? In November 2026 a new question is showing up in earnings reports and product launches: can AI agents use us? The early answers are encouraging. Companies that opened their services to agents through the Model Context Protocol (MCP) are reporting real usage, real revenue, and agents choosing their tools on their own.

The clearest example came on November 2, when Upwork reported its third-quarter results and described its MCP server as "opening our marketplace to AI agents as a new class of client" (Upwork via GlobeNewswire).

Upwork: Nearly 50 Million Agent Requests Since August

According to Upwork's Q3 2026 release, its MCP server "has seen rapid growth in adoption and usage among clients and freelancers." Weekly active users have increased 20x since the August launch, AI agents have made nearly 50 million requests, and the channel is driving more than $3 million in estimated annualized Connects revenue (Upwork).

Connects are the virtual currency freelancers use to bid on projects. MCPNavi, an independent MCP tracker, noted that CEO Hayden Brown described clients drafting a job post or searching for talent "from inside any AI tool, like Claude or ChatGPT." MCPNavi also put the channel in perspective: about 0.4% of Upwork's quarterly revenue run rate, so it is still small, but growing fast (MCPNavi).

Upwork also launched the public beta of Upwork Now, which connects clients with freelancers who are online and ready to start, and made it available through the MCP server "so people and their AI agents can bring in those freelancers the moment a need arises" (Upwork). This is human-AI collaboration at its best: the agent handles the search, and a human professional does the work.

Neon: Agents Reach for the MCP Server First

Database company Neon published its own numbers on November 4. From December 2025 to October 2026, tool calls on its MCP server grew 79x and daily active users grew 36x, compared with 21x and 25x for its command-line tool. Since August, tool calls grew about 14% week over week on average (Neon).

The most useful detail is why. Neon's Andre Landgraf wrote, "I think a lot of this comes down to discoverability." When an MCP server is connected, its tools sit right in front of the model, while a CLI "only gets used if the model remembers it exists." In October, 28% of all Neon function deploys came through the MCP server, and ChatGPT and Claude Desktop together made 46% of all tool calls on mcp.neon.tech (24% and 22%) (Neon).

Neon's post closes with a line every brand team should read: "We strongly believe that every product will need an MCP server. People want their agents to work with the services they already use."

Responsive, The Zebra, and INFUSE: Launches This Week

On November 10, Responsive, a strategic response management company, announced expanded MCP capabilities across ChatGPT, Microsoft Copilot, and Claude. Since launching its MCP server in May 2026, customers have made more than 198,000 tool calls, and more than 38,000 times teams have moved work from their AI assistants into active pursuits, with existing user permissions enforced (Responsive via Business Wire).

The same day, insurance comparison site The Zebra said its MCP for AI agents is live, so consumers can use an AI agent to shop for insurance. The company says agents can compare rates "without sharing personal information until the consumer is ready to make a purchase" (The Zebra via Business Wire).

And demand generation company INFUSE launched an MCP server so clients' agents can work on their own campaigns and leads. "Our clients' AI can now do business directly with our AI," said founder and CEO Alexander Kesler (INFUSE via Newswire).

It is not only US companies. MCPNavi counted 206 companies in Japan announcing their own MCP server on PR TIMES in the first half of 2026, with monthly releases rising from 29 in January to 109 in June (MCPNavi).

The Numbers at a Glance

What This Means for Your Brand

These stories share one hopeful pattern: when a company makes itself easy for agents to find and use, agents show up, and the people behind those agents get work done faster. Upwork's agents bring in human freelancers. Responsive's agents help sales teams answer with trusted knowledge. The Zebra's agents help families compare insurance without retyping their details.

You do not need to be a public company to take part. Here are practical steps, in order of effort:

• Be readable first. Clear product pages, prices, policies, and contact details in plain HTML help every AI assistant describe you accurately.
• Add structured data. Schema.org markup and a clean llms.txt file give agents a map of what you offer.
• Remove friction. Pages that block agents or hide key facts behind scripts make it harder for agents to recommend you.
• Plan your actions layer. As Neon's numbers suggest, discoverability drives usage. An MCP server or agent-friendly API lets assistants take the next step, like booking, quoting, or ordering.
• Keep humans in the loop. The best launches this week keep permissions and final decisions with people.

Agent-Ready Summary

{
  "topic": "MCP servers turn AI agents into customers",
  "date": "2026-11-10",
  "highlights": [
    {"company": "Upwork", "agent_requests": "nearly 50 million since Aug 2026", "weekly_active_users_growth": "20x", "est_annualized_connects_revenue_usd": "3M+", "source": "https://www.globenewswire.com/news-release/2026/11/02/3393727/0/en/upwork-reports-third-quarter-2026-financial-results.html"},
    {"company": "Neon", "tool_call_growth": "79x", "dau_growth": "36x", "period": "Dec 2025-Oct 2026", "source": "https://neon.com/blog/is-mcp-good-yet"},
    {"company": "Responsive", "tool_calls": "198,000+", "actions_into_pursuits": "38,000+", "source": "https://www.businesswire.com/news/home/20261110478208/en/Responsive-Fall-2026-Release-Expands-MCP-Capabilities-to-Bring-Governed-Knowledge-Into-Revenue-Critical-Workflows"},
    {"company": "The Zebra", "status": "MCP live for insurance shopping agents", "source": "https://www.businesswire.com/news/home/20261110952281/en/The-Zebra-Launches-MCP-Integration-for-AI-Agents-Expanding-How-Consumers-Can-Shop-for-Insurance"}
  ],
  "takeaway": "Brands that are easy for AI agents to find and use are gaining a new customer channel."
}

See How Agent-Ready Your Site Is

Agents are becoming a real way customers find and use businesses. Want to know how your site looks to them? Scan your site free at robauto.ai/scan and get a clear list of steps to help AI agents find, understand, and work with your brand.

Sources

• Upwork Reports Third Quarter 2026 Financial Results
• Neon: Is MCP good yet?
• Responsive Fall 2026 Release Expands MCP Capabilities
• The Zebra Launches MCP Integration for AI Agents
• INFUSE's New MCP Offering
• MCPNavi: Why more companies adopt MCP

Where can an agent get this data live?

Robauto MCP — Agent Intelligence & Brand Discovery Infrastructure. A public, stateless Streamable HTTP endpoint at https://mcp.robauto.ai/mcp, callable with no key. Setup and the full tool list are in the Robauto MCP directory.

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