
ai-coding-kit is a local AI coding workflow kit for maintaining Agent Skills, syncing MCP configuration, and experimenting with a Universal RAG Gateway. It is built for Codex, Claude Code, Cursor, Xcode Coding Assistant, and OpenAI-compatible clients that need shared engineering rules, tool configuration, memory, retrieval, and provider routing.
中文定位:这是一个面向 AI Coding / Agentic Coding / iOS Engineering / MCP / RAG Gateway 的本地工程化工具包,用于维护 Agent Skill、同步多端 MCP 配置,并沉淀可审计的工程规则与网关架构。
This repository has three connected parts:
| Area |
Purpose |
Start Here |
| Agent Skill engineering |
Maintain, sync, and evolve reusable AI coding skills for Codex, Claude Code, Cursor, and Xcode-related paths. |
skills-engineering/README.md |
| MCP and platform config sync |
Render one local configuration source into Cursor, Codex, Claude Code, and Xcode host formats. |
sync/README.md |
| Universal RAG Gateway |
Explore an OpenAI-compatible gateway with provider routing, transcript storage, semantic memory, declarative tools, telemetry, and budget planning. |
docs/universal-rag-gateway.md |
- Agent Skills: source-managed skills for engineering discipline, iOS / Swift / SwiftUI / UIKit work, problem analysis, logical reasoning, epistemic integrity, and cognitive expansion.
- Multi-host sync: one local config template for MCP servers, shared environment values, and platform-specific settings across AI coding tools.
- iOS engineering rules: an auditable
ios-engineer skill for architecture, concurrency, networking, UI, performance, testing, review, migration, and release-risk control.
- Gateway architecture: a TypeScript / Fastify Universal RAG Gateway with OpenAI-compatible routing, provider adapters, memory, tool execution, GraphRAG direction, and observability.
| Path |
Role |
| skills-engineering/ |
Agent Skill sources, references, sync scripts, validation data, and skill evolution workflow. |
| sync/ |
Renderers and orchestration for local MCP / platform config sync. |
| env/ |
Local configuration template; the real env/config.json is intentionally gitignored. |
| rag-gateway/ |
Universal RAG Gateway source, tests, providers, retrieval, memory, telemetry, and declarative tool runtime. |
| docs/ |
Architecture notes, Gateway status, and token comparison reports. |
| .githooks/ |
Repository-managed commit and push guards. |
- Developers who want reusable Agent Skills for Codex, Claude Code, Cursor, or Xcode workflows.
- iOS / Swift engineers who want explicit AI coding rules for Swift, SwiftUI, UIKit, Xcode, testing, review, migration, and release work.
- AI infrastructure builders experimenting with local memory, retrieval, declarative tools, provider routing, and OpenAI-compatible gateway patterns.
- Maintainers who want one source of truth for MCP configuration across multiple AI coding hosts.