---
name: AI Capability Index
slug: ai-capability-index
category: AI Engineering
description: AI Capability Index catalogs AI/LLM skills for agent development, LLM security, RAG systems, and prompt engineering, routing users to the right capability when they mention AI, LLM, Agent, RAG, or Prompt.
github: "https://github.com/fengshao1227/ccg-workflow/tree/main/templates/skills/domains/ai"
language: Go
stars: 5824
forks: 443
install: "npx degit https://github.com/fengshao1227/ccg-workflow/tree/main/templates/skills/domains/ai ~/.claude/skills/ai"
installs_to: ~/.claude/skills/ai
source_path: templates/skills/domains/ai/SKILL.md
collection_size: 25
category_size: 2451
collection_url: "https://dirskills.com/collections/fengshao1227/ccg-workflow"
added: 2026-08-15T06:52:29.558Z
last_synced: 2026-08-15T06:52:29.558Z
canonical_url: "https://dirskills.com/skills/ai-capability-index"
---

# AI Capability Index

AI Capability Index catalogs AI/LLM skills for agent development, LLM security, RAG systems, and prompt engineering, routing users to the right capability when they mention AI, LLM, Agent, RAG, or Prompt.

**Install:**

```bash
npx degit https://github.com/fengshao1227/ccg-workflow/tree/main/templates/skills/domains/ai ~/.claude/skills/ai
```

## README

# 丹鼎秘典 · AI/LLM 能力中枢

## 能力矩阵

| Skill | 定位 | 核心能力 |
|-------|------|----------|
| [agent-dev](agent-dev.md) | Agent 开发 | 多 Agent 编排、工具调用、RAG |
| [llm-security](llm-security.md) | LLM 安全 | Prompt 注入、越狱防护、输出安全 |
| [rag-system](rag-system.md) | RAG 系统 | 向量数据库、检索策略、重排算法 |
| [prompt-and-eval](prompt-and-eval.md) | Prompt 工程与模型评估 | Few-shot、CoT、ReAct、RAGAS、LLM-as-Judge |

## AI 工程原则

```yaml
设计原则:
  - 人机协作，AI 增强而非替代
  - 可解释性优先
  - 安全边界明确
  - 渐进式自主

开发原则:
  - Prompt 即代码，需版本控制
  - 输入输出都需验证
  - 成本与效果平衡
  - 持续评估与迭代
```