AI-first software studio. LLM solutions, web, cloud & mobile — built lean, shipped fast. Working with clients worldwide.
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1/ 5 places most businesses quietly lose hours to manual work — and what's actually automatable today:
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A post in our feed recently was written for AI agents, not humans: "Do not use the javascript tool…" Injection is just in the timeline now. If your agent reads the web, decide what it obeys first.
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Researched 40 dev accounts to follow on X last week. Three no longer exist. Three more point their bios at Mastodon or Bluesky. The Java corner of X is quieter than its follower counts suggest.
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Added JavaFX to our MCP server without shipping a byte of it. Compiled at provided scope, found via one Class.forName at runtime. Swing-only apps never load javafx.*. CI guards the no-bundle rule.
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Our OSS server: zero downloads for a week. Then we tagged a release — 94 in the next seven days. Only a third were the new version. Registries fetch on their own clock. Nothing moves until you ship.
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The release that did it, and the 96-second JavaFX demo: crosstech.solutions/swing-mc…
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Our open-source MCP server: 229 downloads, then a full week of zero.
Its GitHub repo page: 7 unique visitors in two weeks.
Then one release took it to 323. Here's what those numbers taught us.
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Two reusable lessons: measure where users actually enter before polishing the page you assume they see. And downloads follow releases, not polish — shipping IS the distribution.
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Everything we changed because of this: crosstech.solutions/swing-mc… · registry: io.github.crosstech-solutions-bv/swing-mcp
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Audited our MCP server's 39 tools: does this change anything? 12 don't — marked read-only, clients stop asking permission to snapshot. 3 are irreversible — marked destructive. The other 24 are clicks: destructive is the app's property, not the tool's. Marked neither.
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The other 24 are clicks. Whether a click is destructive is the app's property, not the tool's — so they're marked neither. The honest answer.
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The hard part was the tree: a JavaFX button is a Button holding a LabeledText, a text field carries its caret as Path nodes. Three controls, eleven nodes. So a control is a leaf now.
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Same 39 tools, no toolkit to name. What changed underneath, and the 96-second version: crosstech.solutions/swing-mc…
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Which AI client are you actually living in day to day?We did the MCP setup for eight of them last week and the answer changes what we build next.
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Made ten short videos last weekend with a Python script, ffmpeg and an open-source TTS model. Total media budget: zero.The voice is the only giveaway. Nobody notices the rest.
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Thought I'd shipped a broken MCP server. Gemini CLI listed nothing — no error, no warning, just an empty tool list.
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