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Production MCP

Browse 9 articles in production mcp.

Production MCP Articles

9 articles

Warm watercolor illustration of a person watching a wall of softly glowing displays tracking patterns
Production MCP·20 min read

MCP Servers in Production: Observability from Day One

Instrument your MCP servers with OpenTelemetry for production-grade observability. Covers tracing tool calls, detecting loops, cost attribution, and alerting.

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Warm watercolor illustration of a person reviewing clipboards of scores and comparison cards in a bright glass-walled room
Production MCP·14 min read

7 FastMCP mistakes that break your agent in production

FastMCP servers that work locally often fail at scale. Seven common mistakes, from missing annotations to monolithic tool sets, and how to fix each one.

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Warm watercolor illustration of an AI agent following DNS records and a well-known signpost to locate an MCP server
Production MCP·13 min read

How AI agents discover your MCP server automatically

A practical guide to publishing .well-known/mcp.json and DNS TXT records so any AI agent can find and connect to your MCP server without manual configuration.

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Warm watercolor illustration of a person discovering a book on a high shelf among card catalogs and filing cabinets
Production MCP·16 min read

The MCP registry: managing a fleet of agent tools

When you have more than 3 MCP servers, you need a registry. Here's the architecture Pinterest and Cloudflare use to manage fleets of domain-specific tool servers at scale.

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Warm watercolor illustration of a person examining lock mechanisms and inspection tools under warm amber light
Production MCP·13 min read

9 in 10 MCP Servers Skip OAuth. The July 28 Spec Just Landed.

Only 8.5% of MCP servers use OAuth. The July 28 spec landed, and it doesn't make auth mandatory. Here's what it actually requires and what to fix first.

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Warm watercolor illustration of a person connecting modular components and cables at a warm sunlit workbench
Production MCP·10 min read

MCP Without a Gateway Is a Production Liability

Raw MCP is great for prototyping. But production agents need audit trails, per-user identity, tool-level RBAC, and rate limiting, none of which the spec provides. Here's the gateway pattern that fills the gap.

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Warm watercolor illustration of a person examining lock mechanisms and inspection tools under warm amber light
Production MCP·15 min read

MCP Auth in Production: Scopes, Tokens, and Tenant Isolation

Most MCP servers ship with no auth. Here's how to add OAuth 2.0 scopes, per-tenant tool sets, and client isolation before your MCP server becomes load-bearing production infrastructure.

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Warm watercolor illustration of webhook events flowing from external systems into an MCP server that wakes a waiting AI agent
Production MCP·19 min read

MCP Webhooks: Build Event-Driven Agents That React in Real Time

MCP's request-response model breaks when agents need to react to external events. Here's how to build event-driven agents today using stateless HTTP plus webhooks, and what the June 2026 spec will make native.

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Warm watercolor illustration of interlocking gears and layered gateways routing streams of messages between an agent and a wall of tools
Production MCP·25 min read

MCP Deep Dive: Advanced Patterns for Agent Tool Integration

Production MCP patterns for teams who've built their first server and need to scale it — OAuth 2.1 with PKCE, Streamable HTTP transport, gateways, sampling, dynamic tool registration, and multi-tenant security.

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MCP changelog and dev notes

Short, occasional updates on the MCP spec, new Protobox features, and patterns we've seen in production. No marketing fluff.

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