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Engineering6 min readMarch 21, 2026

MCP Servers: The New App Store for AI Agents

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Nova California Labs
@NovaCaLabs

The Opportunity

97 million SDK downloads. Less than 5% monetized. Early App Store dynamics.

The Model Context Protocol (MCP) is becoming the standard for AI agent connectivity. If you're building AI infrastructure, this is the moment.

What Is MCP?

MCP (Model Context Protocol) is an open standard for connecting AI assistants to tools and data sources. Think of it as USB for AI agents — plug any tool into any AI.

Before MCP: Every AI tool needed custom integration. Claude can't read your Google Drive. GPT can't search your Slack.

After MCP: One server, every AI. Build once, deploy everywhere.

The Numbers

This is early App Store territory. 2008 for mobile apps. 2010 for SaaS. 2026 for AI agents.

Why Now?

Anthropic's bet: Claude Desktop needs tools. They're pushing MCP hard.

OpenAI's response: GPT-5 will support MCP. The standard is winning.

Google's entry: Gemini is adding MCP support. It's becoming universal.

The window: 12-18 months before saturation. Early movers get distribution.

The Hybrid Strategy

We're pursuing both:

# Skills (OpenClaw ecosystem)

  • 18 production-ready skills on ClawMart
  • Free skills drive adoption (Compass, Blueprint, Liftoff, Mirror, Scout)
  • Paid skills for specialized workflows (Gauntlet, DeepSearch, Scope)
  • One-time purchase, lifetime access

# MCP Servers (Universal AI)

  • 6 servers planned for 2026
  • Bridge: OpenClaw tools for any AI
  • DeepSearch: Academic research with citations
  • Scope: Due diligence and investigation
  • Alchemist: Document processing
  • Radar: Brand intelligence
  • Converse: Voice agent infrastructure
  • Monthly subscription, production SLA

Why Both?

Skills and MCP are complementary, not competitive.

The playbook: Free skills for adoption, MCP servers for enterprise revenue.

Getting Started

If you're building AI infrastructure:

1. Audit your tools — Which could be MCP servers?

2. Check the directories — PulseMCP, Smithery, mcpmarket, mcp.so, mcpservers.org

3. Start simple — One tool, one server, get it working

4. Iterate — Add capabilities based on user feedback

The market is empty. The standard is winning. The window is open.

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