The Problem
Mobile app development teams struggle to translate high‑level research into production‑ready screens. They need a reliable way to pull design patterns from top‑grossing apps, convert them into native‑quality components, and validate the result in a simulator before committing code.
What This Does
appllama-skills bundles two agent‑ready skills:
appllama-usage– a research engine that talks to the Appllama MCP. Its logic lives inskills/appllama-usage/agents/openai.yamland the reference docs inskills/appllama-usage/references/*.appllama-app-design-skill– a build bar that turns the research output into Expo/React Native screens. The build rules are described inskills/appllama-app-design-skill/SKILL.mdand the supporting reference files (native-controls.md,motion.md, etc.).
Both skills are packaged as plain directories so any agent that understands the Skills framework can import them.
How It Is Wired
- Entry Point – The Skills runtime looks for a
plugin.jsonin the root of a cloned repository../.claude-plugin/plugin.jsonand./.cursor-plugin/plugin.jsonexpose the two skills to the agent ecosystem. - Skill Registration – Each skill directory contains a
SKILL.mdthat the agent uses as a manifest. The file lists goals, input/output contracts, and the associated YAML/JSON files that actually drive the skill. - Runtime Dependencies – The skills rely on the external Appllama MCP.
skills/appllama-usage/agents/openai.yamldefines the prompt templates and the OpenAI model used.skills/appllama-app-design-skillcontains only documentation; the actual generation is performed by the agent calling the MCP. - Side Effects – No direct file or network side‑effects are coded here; all interaction occurs indirectly through the agent’s execution context.
How To Use It
- Install ``
bash npx skills@latest add appllama/appllama-skills`To add only a single skill:`bash npx skills@latest add appllama/appllama-skills --skill appllama-app-design-skill`` - Configure – The MCP credentials must be set in the agent’s environment (e.g.,
OPENAI_API_KEY). No additional config files are required in this repo. - Run – Once installed, invoke the skill via the agent’s command interface, e.g.,
claude-code use appllama-usage. The agent will read theopenai.yamlprompts and send them to the MCP.
Real‑World Use
A product manager wants a new onboarding screen.
- Agent runs
appllama-usageto query the MCP for patterns in successful onboarding flows. - The agent passes the retrieved data to
appllama-app-design-skill, which outputs a React Native component that adheres to Apple HIG and native controls. - The component is dropped into the project and verified in the simulator loop described in the skill docs.
Code Health & Issues
- Medium – No tests – 0 test files detected; code paths are unverified.
- Medium – No CI – No
.github/or other CI config; automated build/test gates are absent. - Low – Minimal documentation – Only two README‑style docs; usage examples are missing.
- Low – No external secrets – No API keys committed; good from a security standpoint.
The Bottom Line
appllama-skills provides a lightweight, declarative way to bridge research and implementation for mobile UI design. It is ideal for teams that already use the Appllama MCP and want a plug‑and‑play skill set. The repository lacks automated tests and CI, so contributors should add those before shipping in production environments.