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    Home»Machine Learning & Research»MCPs for Builders Who Assume They Don’t Want MCPs – O’Reilly
    Machine Learning & Research

    MCPs for Builders Who Assume They Don’t Want MCPs – O’Reilly

    Oliver ChambersBy Oliver ChambersJanuary 5, 2026No Comments6 Mins Read
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    MCPs for Builders Who Assume They Don’t Want MCPs – O’Reilly
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    The next article initially appeared on Block’s weblog and is being republished right here with the writer’s permission.

    Currently, I’ve seen extra builders on-line beginning to aspect eye MCP. There was a tweet by Darren Shepherd that summed it up properly:

    Most devs had been launched to MCP by means of coding brokers (Cursor, VS Code) and most devs battle to get worth out of MCP on this use case…so they’re rejecting MCP as a result of they’ve a CLI and scripts accessible to them that are method higher for them.

    Truthful. Most builders had been launched to MCPs by means of some chat-with-your-code expertise, and typically it doesn’t really feel higher than simply opening your terminal and utilizing the instruments you recognize. However right here’s the factor…

    MCPs weren’t constructed only for builders.

    They’re not only for IDE copilots or code buddies. At Block, we use MCPs throughout every part, from finance to design to authorized to engineering. I gave a complete speak on how totally different groups are utilizing goose, an AI agent. The purpose is MCP is a protocol. What you construct on high of it could actually serve all types of workflows.

    However I get it… Let’s speak concerning the dev-specific ones that are value your time.

    GitHub: Extra Than Simply the CLI

    In case your first thought is “Why would I exploit GitHub MCP when I’ve the CLI?” I hear you. GitHub’s MCP is sort of bloated proper now. (They know. They’re engaged on it.)

    But additionally: You’re pondering too native.

    You’re imagining a solo dev setup the place you’re in your terminal, utilizing GitHub CLI to do your factor. And truthfully, if all you’re doing is opening a PR or checking points, you most likely ought to use the CLI.

    However the CLI was by no means meant to coordinate throughout instruments. It’s constructed for native, linear instructions. However what in case your GitHub interactions occurred some other place fully?

    MCP shines when your work touches a number of methods like GitHub, Slack, and Jira with out you stitching it collectively.

    Right here’s an actual instance from our staff:

    Slack thread. Actual builders in actual time.

    Dev 1: I believe there’s a bug with xyz

    Dev 2: Let me test… yep, I believe you’re proper.

    Dev 3: @goose is there a bug right here?

    goose: Yep. It’s in these strains… [code snippet]

    Dev 3: Okay @goose, open a difficulty with the small print. What options would you recommend?

    goose: Listed here are 3 ideas: [code snippets with rationale]

    Dev 1: I like Possibility 1

    Dev 2: me too

    Dev 3: @goose, implement Possibility 1

    goose: Achieved. Right here’s the PR.

    All of that occurred in Slack. Nobody opened a browser or a terminal. Nobody context-switched. Difficulty monitoring, triaging, discussing fixes, implementing code in a single thread in a five-minute span.

    We’ve additionally acquired groups tagging Linear or Jira tickets and having goose totally implement them. One staff had goose do 15 engineering days value of labor in a single dash. The staff actually ran out of duties and needed to pull from future sprints. Twice!

    So sure, GitHub CLI is nice. However MCP opens the door to workflows the place GitHub isn’t the one place the place dev work occurs. That’s a shift value taking note of.

    Context7: Docs That Don’t Suck

    Right here’s one other ache level builders hit: documentation.

    You’re working with a brand new library. Or integrating an API. Or wrestling with an open supply software.

    The Context7 MCP pulls up-to-date docs, code examples, and guides proper into your AI agent’s mind. You simply ask and get solutions to questions like:

    • How do I create a fee with the Sq. SDK?
    • What’s the auth circulate for Firebase?
    • Is that this library tree-shakable?

    It doesn’t depend on stale LLM coaching knowledge from two years in the past. It scrapes the supply of reality proper now. Giving it up to date…say it with me…CONTEXT.

    Developer “circulate” is actual, and each interruption steals valuable focus time. This MCP helps you determine new libraries, troubleshoot integrations, and get unstuck with out leaving your IDE.

    Repomix: Know the Entire Codebase With out Studying It

    Think about you be a part of a brand new challenge or need to contribute to an open supply one, nevertheless it’s an enormous repo with numerous complexity.

    As a substitute of poking round for hours attempting to attract an architectural diagram in your head, you simply inform your agent: “goose, pack this challenge up.”

    It runs Repomix, which compresses the whole codebase into an AI-optimized file. From there, your convo may go like this:

    • The place’s the auth logic?
    • Present me how API calls work.
    • What makes use of UserContext?
    • What’s the structure?
    • What’s nonetheless a TODO?

    You get direct solutions with context, code snippets, summaries, and ideas. It’s like onboarding with a senior dev who already is aware of every part. Certain, you can grep round and piece issues collectively. However Repomix offers you the entire image—construction, metrics, patterns—compressed and queryable.

    And it even works with distant public GitHub repos, so that you don’t have to clone something to begin exploring.

    That is most likely my favourite dev MCP. It’s an enormous time saver for brand new tasks, code evaluations, and refactoring.

    Chrome DevTools MCP: Net Testing Whereas You Code

    The Chrome DevTools MCP is a must have for frontend devs. You’re constructing a brand new type/widget/web page/no matter. As a substitute of opening your browser, typing stuff in, and clicking round, you simply inform your agent: “Check my login type on localhost:3000. Attempt legitimate and invalid logins. Let me know what occurs.”

    Chrome opens, take a look at runs, screenshots captured, community site visitors logged, console errors famous. All achieved by the agent.

    That is gold for frontend devs who need to really take a look at their work earlier than throwing it over the fence.

    Might you script all this with CLIs and APIs? Certain, if you wish to spend your weekend writing glue code. However why would you need to try this when MCP offers you that energy proper out of the field… in any MCP consumer?!

    So no, MCPs are usually not overhyped. They’re the way you plug AI into every part you employ: Slack, GitHub, Jira, Chrome, docs, codebases—and make that stuff work collectively in new methods.

    Just lately, Anthropic known as out the actual concern: Most dev setups load instruments naively, bloat the context, and confuse the mannequin. It’s not the protocol that’s damaged. It’s that most individuals (and brokers) haven’t found out methods to use it properly but. Luckily, goose has—it manages MCPs by default, enabling and disabling as you want them.

    However I digress.

    Step exterior the IDE, and that’s whenever you actually begin to see the magic.

    PS Completely satisfied first birthday, MCP! 🎉

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    Oliver Chambers
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