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twilight-ai

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Build and extend AI providers with ease.

Software Engineering#embeddings#tool calling#streaming#ai providers#mcp integration#developer documentation#go sdk
Authorpbweb-studio
Version1.0.0
Installs0

System Documentation

What problem does it solve?

This Skill helps engineers implement and maintain provider-agnostic integrations for the Twilight AI Go SDK, reducing the effort and risk of wiring models, embeddings, tool calling, streaming, and MCP support across backends.

Core Features & Use Cases

  • Provider development guidance: Implement or update chat provider contracts and ensure correct request/response mapping and typed streaming events.
  • Embeddings support: Add or adjust embedding providers for single and batch embedding flows without mixing concerns with chat providers.
  • Tool calling and MCP integration: Design reliable multi-step tool loops, typed stream parts, and remote tool execution via MCP.
  • Use case: Add a new OpenAI-compatible endpoint or a new embedding backend, then validate that streaming, finish reasons, usage accounting, and tool/MCP behavior remain consistent.

Quick Start

Ask an AI to help you add a new Twilight AI provider implementation by selecting the correct provider type, mapping streaming/tool events to the SDK’s typed StreamPart model, and aligning finish reasons and usage fields with the SDK constants.

Dependency Matrix

Required Modules

None required

Components

references

💻 Claude Code Installation

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Please help me install this Skill:
Name: twilight-ai
Download link: https://github.com/pbweb-studio/pb-memoh-studio/archive/main.zip#twilight-ai

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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