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Martin Alderson

Winners and losers in the coming AI margin collapse (part 2) GLM 5.2 and the coming AI margin collapse (part 1) Expert-aware quantisation: near-Q4 quality at near-Q2 size? A brief history of KV cache compression developments xAI is looking more like a datacentre REIT than a frontier lab Is datacentre sovereignty really that important? I went on the Built for Turbulence podcast What's going on with Gemini? Managed agents are the new Lambda Open weights are quietly closing up - and that's a problem 29th August 2026: a scenario Figma's woes compound with Claude Design A little tool to visualise MoE expert routing Has Mythos just broken the deal that kept the internet safe? What next for the compute crunch? Telnyx, LiteLLM and Axios: the supply chain crisis Using agents and Wine to move off Windows Why Claude's new 1M context length is a big deal How to use the Qwen 3.5 LLMs to OCR documents No, it doesn't cost Anthropic $5k per Claude Code user Is the AI Compute Crunch Here? Why on-device agentic AI can't keep up Using OpenCode in CI/CD for AI pull request reviews Which web frameworks are most token-efficient for AI agents? Who fixes the zero-days AI finds in abandoned software? Attack of the SaaS clones How to generate good looking reports with Claude Code, Cowork or Codex Self-improving CLAUDE.md files Wall Street just lost $285 billion because of 13 markdown files Two kinds of AI users are emerging. The gap between them is astonishing. Turns out I was wrong about TDD Why sandboxing coding agents is harder than you think The Coming AI Compute Crunch Which programming languages are most token-efficient? I ported Photoshop 1.0 to C# in 30 minutes Why I'm building my own CLIs for agents Travel agents took 10 years to collapse. Developers are 3 years in. Are we dismissing AI spend before the 6x lands? Minification isn't obfuscation - Claude Code proves it AI agents are starting to eat SaaS Has the cost of building software just dropped 90%? Are we in a GPT-4-style leap that evals can't see? I Finally Found a Use for IPv6 How I use Claude Code to manage sysadmin tasks Could Excel agents unlock $1T in economic value? Are we really repeating the telecoms crash with AI datacenters? A non-technical CFO is shipping better code than the agencies he hired Tracking MCP Server Growth How I make CI/CD (much) faster and cheaper Google AI Studio API has been unreliable for the past 2 weeks What happens when coding agents stop feeling like dialup? Solving Claude Code's API Blindness with Static Analysis Tools Are OpenAI and Anthropic Really Losing Money on Inference? I gave Claude Code a folder of tax documents and used it as a professional tax agent Beyond the Hype: Real-World MCP Support Across Major AI APIs Welcome to My Blog
Notes from MCP Dev Summit Europe: Where the Protocol Is Headed
Martin Alderson · 2025-10-02 · via Martin Alderson

I've been at the MCP Dev Summit Europe conference today in London. I don't think I've seen such a busy conference so quickly after a technology has been announced - it's clear to me there is enormous interest in it. Furthermore, a lot of the attendees were from large corporates, which is a bit unusual with bleeding edge technologies in my experience.

Future of MCP Protocol

David Soria Parra from Anthropic did a really great talk updating on the progress of the MCP standard. I think the big takeaway for me was Agentic Discovery, which David mentioned was a vision for the next year.

MCP Agentic Discovery

It feels like the use case for MCP Registry isn't an app store as we knew it from mobile apps, but MCPs discovered by LLMs that then install themselves.

I have big concerns about how this vision is going to work from a security perspective, but (small) steps are being made with DNS and GitHub based authentication for MCP servers. It's very hard to protect against prompt injection attacks, even when they are manually 'hand picked'. Having any kind of automated installation process is going to make it far harder.

If the security issues could be mitigated it opens so many incredible use cases for non technical end users. Configuring and installing MCP servers is too hard at the moment, so if it could figure out how to get the users data I think it's going to be absolutely transformative for b2b use cases, but also b2c - you can imagine it for travel finding flights, checking you in, booking your hotel and restaurants - across dozens of MCP servers, completely transparently to the user.

MCP clients support very little of the MCP standard

I hadn't quite put two and two together and realised how little of the MCP standard clients support. From data from the HuggingFace MCP server, these are the most popular MCP clients:

MCP Popular Clients

and overall support of various primitives:

MCP Client Compatibility

Unfortunately the rate of compatibility for MCP clients supporting anything apart from the most basic parts of the spec is very low. Again, another chicken and egg problem.

I think it's important to keep this in mind when designing MCP servers. It's very easy to get excited by all the new parts of the spec (for good reason!) but for real world workflows it's reminding me a bit of the early web browsers with very fragmented compatibility, so much so it wasn't really worth pushing the envelope far. Hopefully this changes quickly, but my gut feeling says we're going to see much more of this and a lot of falling back to 'lowest common denominator' with MCP.

MCP Gateways

There are a lot of gateways for MCP being built, effectively "Cloudflare for MCP". Many of these looked genuinely interesting and it'll be interesting to see who gains marketshare on this.

The main selling point of these seemed to be easy OAuth integration, amongst other features. People aren't enjoying implementing OAuth for MCP, especially dynamic client registration which virtually none of the well known auth-as-a-service providers implement correctly out of the box.

AX - Agentic Experience

Finally I really enjoyed Frédéric Barthelet's talk on AX (agentic experience, similar to UX and DX). There was a lot of good stuff in the talk, and you can find the slides here which I'd really recommend reading through.

Very simple things - like having param sigs take a variety of formats can radically improve the accuracy of tool results.

MCP Parameter Format Examples

Another good one was really thinking about error messages - far more than you'd probably think of in most software engineering.

MCP Error Message Examples

I'm looking forward to reading more about AX - which I think is going to become a whole specialisation of its own in the very near future.