agf-wiring-apple-llm
Use when wiring LLM features into the Apple client (macOS / iOS) — streaming chat via the FastAPI multi-LLM gateway, or on-device inference (Apple Foundation Models / Core ML). Provides the route decision (gateway vs on-device), streaming transport pattern, env/config contract, offline & cost guardrails, and minimum verifications before declaring the integration done.
Profile →npx skills add pcliangx/AppGenesisForge --skill agf-wiring-apple-llm --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Wiring LLM into the Apple client (gateway streaming / on-device) Use this skill when: - 给 `apple/` app 加对话 / 生成 / 总结类 LLM 功能 - 把某条 LLM 路径从后端网关切到 on-device（或反向） - 调试 Apple 客户端的流式输出 / token 计量 / 降级行为 ## Decision: gateway or on-device? **默认走后端网关**：FastAPI 后端已按 skill `agf-wiring-multi-llm-sdk` 封装 DeepSeek / Doubao / Qwen / MiniMax（provider 切换、fallback、cost telemetry 全在服务端）。客户端只对**一个**自有 API 说话，不直连任何
What does the agf-wiring-apple-llm skill do?
Use when wiring LLM features into the Apple client (macOS / iOS) — streaming chat via the FastAPI multi-LLM gateway, or on-device inference (Apple Foundation Models / Core ML). Provides the route decision (gateway vs on-device), streaming transport pattern, env/config contract, offline & cost guardrails, and minimum verifications before declaring the integration done.
How do I install it?
Run `npx skills add pcliangx/AppGenesisForge --skill agf-wiring-apple-llm --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From pcliangx/AppGenesisForge, a repository with 359 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.