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The Protobox Blog

Notes from building, hosting, and scaling MCP servers in production. Practical writing for developers.

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42 articles · Page 2 of 4

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Knowledge & Memory·5 min read

50 Tools, Zero Memory. The Biggest Gap in AI Agents Today

AI agents can call 50 APIs but can't remember what you said yesterday. The tool layer is years ahead of the memory layer, and developers are paying the price.

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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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MCP Fundamentals·7 min read

Why MCP Exists: Tool Calling Shouldn't Need Adapter Code

OpenAI, Anthropic, and Google all implement function calling differently. MCP is emerging as the standard that saves developers from writing adapter code for every provider.

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Protocol Deep Dives·15 min read

MCP tasks: how async tool calls fix your agent's timeout problem

The November 2025 MCP spec introduced Tasks: a call-now, fetch-later primitive that lets agents kick off slow operations without blocking. Here's how it works and how to build with it.

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Protocol Deep Dives·13 min read

What the July 28 MCP spec means for your stateful agents

The July 28 MCP spec is the largest protocol revision since launch. Sessions are removed. Stateless request handling replaces the initialization handshake. Here's what breaks and how to fix it before the deadline.

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Protocol Deep Dives·16 min read

How to Migrate Your MCP Server to Stateless Mode

The MCP 2026 release candidate makes stateless the recommended default. Your MCP server can now scale behind any load balancer without sticky routing. Here's how to migrate and use the new Tasks extension for async work.

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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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Protocol Deep Dives·15 min read

Four protocols that power every AI agent

MCP handles tools, A2A handles agent delegation, ACP routes across enterprise frameworks, and ANP crosses org boundaries. Here's how the four protocols divide the work and when each belongs in your stack.

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Tools & MCP·13 min read

Stop Loading All Your MCP Tools at Once

Loading 50 MCP tools burns 72K tokens before your agent says a word. Progressive tool discovery fixes that: smaller context, sharper decisions, real code patterns.

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Warm watercolor illustration of the MCP 2026 specification unfolding into four branches for extensions, tasks, apps, and authorization
Protocol Deep Dives·12 min read

MCP's 2026 spec changes what your tools can do

The MCP spec RC is out with Extensions, Tasks, MCP Apps, and OAuth hardening. Here's what changes for AI agent builders before the July 28 final.

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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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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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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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