AI tool comparison
Goose vs Kampala
Which one should you ship with? Here is the side-by-side panel verdict, pricing read, reviewer split, and community vote comparison.
Developer Tools
Goose
Open-source AI agent built in Rust — install, execute, edit, and test with any LLM
75%
Panel ship
—
Community
Free
Entry
Goose is an open-source AI agent from Block (Square's parent company) that goes beyond code suggestions to actually execute tasks — installing dependencies, editing files, running tests, browsing the web, and calling APIs. Built in Rust for performance and portability, it runs locally on macOS, Linux, and Windows and is part of the Linux Foundation's Agentic AI Foundation. What sets Goose apart is its recipe system — portable YAML configs that capture entire multi-step workflows, shareable across teams and runnable in CI pipelines. Combined with MCP support for 70+ extensions (databases, GitHub, Google Drive, browser automation) and parallel subagents that can execute independent tasks simultaneously, Goose is closer to an autonomous engineer than a code assistant. With nearly 30,000 GitHub stars and growing, Goose is picking up adoption among developers who want a fully open, locally-run agent they can customize without giving a third party access to their codebase. The LLM-agnostic design means you can use Claude for complex reasoning, a fast local model for simple edits, and switch without reconfiguring the rest of your stack.
Developer Tools
Kampala
MITM proxy that reverse-engineers any app into a stable, callable API
75%
Panel ship
—
Community
Free
Entry
Kampala, built by Zatanna AI (YC W26), is a macOS proxy tool that sits between your applications and the internet, intercepts every HTTP/HTTPS request, and automatically reverse-engineers the underlying API. It traces authentication chains — tracking tokens, cookies, and session state — and replays flows on demand, preserving original TLS fingerprints so services can't distinguish API calls from the real app. The key insight is that almost every app that lacks a public API still has a private one — and it's usually more stable than the UI. Kampala targets automation engineers, QA teams, and AI agent builders who need reliable machine-readable access to apps that haven't opened their APIs. Setup is a local MITM cert install; no cloud proxy involved. Currently macOS-only with a Windows waitlist. The team emerged from YC's Winter 2026 batch with backing from Y Combinator. Pricing is in early access, with a free tier planned for solo developers and paid plans for teams building production automations.
Reviewer scorecard
“The recipe system is the sleeper feature here. Capture a workflow once, version it in git, run it in CI, share it with your team — that's how you scale agent-assisted development across an org. Goose is the first open-source agent I've seen that treats workflow portability as a first-class concern rather than an afterthought.”
“This is the tool I've been building in-house at three different companies and never had time to productize properly. The auth chain tracing alone — tracking token refresh flows and session state automatically — would have saved me hundreds of hours. If it works as advertised, it's an instant ship for anyone doing integration work.”
“Block is a payments company, not an AI lab, and enterprise AI agent projects from non-AI companies have a mixed track record for long-term maintenance. With 29K stars but fewer than 400 contributors, the community is still thin. There are more battle-tested alternatives like OpenCode for basic coding tasks.”
“Terms of service violations are a real concern here. Most apps explicitly prohibit automated access through their private APIs, and companies like LinkedIn and Instagram have sued over exactly this pattern. The MITM cert requirement also opens a broad attack surface. Wait for a clearer legal stance before building production systems on this.”
“Goose being part of the Linux Foundation's Agentic AI Foundation is significant — it's a bet that agentic AI infrastructure should be community-governed, like Linux itself. If that model takes hold, Goose becomes foundational infrastructure in the same way git did. Block is making a real governance play here, not just a dev tool launch.”
“The long-term story here is about AI agents needing reliable access to every app humans use. We can't wait for every SaaS to ship an official API. Tools like Kampala are how AI agents will integrate with the existing software ecosystem for the next five years, until MCP-style universal interfaces catch up.”
“The browser automation and Google Drive extensions through MCP mean Goose can handle the tedious content pipeline tasks — pulling briefs from Drive, opening staging sites, generating drafts — without any cloud-side integrations. For small creative teams that want agentic automation without handing their credentials to another SaaS, this is compelling.”
“For social media automation and cross-platform content workflows this is a game-changer. Building automations for platforms with limited or expensive APIs has always required fragile browser scraping — having a stable API layer extracted from the real app traffic is a much better foundation.”
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