Consolidating agent apps for iOS and Android and ACP

I thought better tool descriptions would solve everything. They didn’t. Here’s what finally made MCP sampling click for me.

goose ships early support for the draft MCP Apps specification, aligning with the emerging standard for interactive UIs in MCP.

Applying the security model of CORS to Agentic technologies to address common attacks against tool calling.

I used Agent Skills and recipes to automate execution so I could study taste, constraint design, feedback loops, and avoid AI smells.

Learn how an AI agent embedded in GitHub Actions helps maintainers convert issues into PRs.

An overview of Agent Skills vs MCP

Code Mode isn't killing MCP. It makes it better. A practical look at how Code Mode works with MCP to solve tool bloat and performance issues in agents.

Planning with an AI produces good results. Knowing when and how to plan with an AI agent produces even better ones.

Two new ways to use goose

An emerging approach to MCP tool calling gets an open source implementation in goose

Teach your AI agent how to commit early and often so you can control changes, roll back safely, and keep clean snapshots of your codebase.

Learn how MCP Sampling lets your tools call the AI instead of the other way around.

We're launching an advent calendar of AI engineering challenges to help you build applicable projects with goose.

If you think MCPs are overhyped, here's what you're missing

I built a fully automated social media agent using MCP servers to fetch content and post through Sprout Social.

A step-by-step prompt strategy for AI-assisted code migration with real examples from a Next.js refactor

Fix the awkward gap between AI agents and code editors with the Agent Client Protocol (ACP). Learn why this new open standard makes agents like goose truly editor-agnostic, improving AI-human collaboration and restoring developer flow state. ACP works alongside protocols like MCP to create an open AI tooling ecosystem.

Building intent-based AI experiences with MCP-UI.

Discover how goose can study your past sessions and turn your favorite workflows into reusable automation templates.

Explore goose prizes you can earn and contributions you can make during Hacktoberfest 2025

When you need to break complex work into multiple AI tasks, should you use subagents or subrecipes? Learn the key differences and when to use each approach.