ai

ai is a skill for Claude Code from fengshao1227/ccg-workflow. It costs 45 tokens per session (330 once invoked), scanned A, original, MIT.

An index of skills for AI and language-model work, including agent development, security, retrieval-augmented generation, prompting, and evaluation. Retrieval-augmented generation gives a model relevant information from a knowledge base before it answers.

In plain words
What is it for?
Use it when working on AI agents, large language models, RAG systems, prompt design, model evaluation, or language-model security.
Why use it?
It helps route AI-related requests to guidance for the right area, from building agents to protecting model inputs and outputs.

Skill for Claude Code

Written for Claude Code: disable-model-invocation in frontmatter.

Part of the ccg plugin — 58 skills, 12 commands, 7 agents shipped together

Good fit Use it when working on AI agents, large language models, RAG systems, prompt design, model evaluation, or language-model security.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/fengshao1227/ccg-workflow/ai
About the project

CCG is a command-line workflow engine that coordinates Claude, Codex, Gemini, and other models as specialized collaborators on coding tasks. It is used to analyze requests, choose a strategy, delegate work to model-specific roles, and combine their results. The catalogue entries provide the skills, commands, agents, and plugin that implement this workflow.

fengshao1227/ccg-workflow · 5,879 stars · on GitHub · ccg.fengshao1227.com

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add fengshao1227/ccg-workflow --skill ai
Clone the repo
git clone --depth 1 https://github.com/fengshao1227/ccg-workflow

Made for: Claude Code.

Or install ccg, the plugin that ships this one along with the rest of its 58 skills, 12 commands, 7 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ai

README.md
[![agentmods](https://agentmods.dev/badge/skills/fengshao1227/ccg-workflow/ai/github.svg)](https://agentmods.dev/skills/fengshao1227/ccg-workflow/ai)
Your own site
<a href="https://agentmods.dev/skills/fengshao1227/ccg-workflow/ai"><img src="https://agentmods.dev/badge/skills/fengshao1227/ccg-workflow/ai/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ai

Your own site · 80×15
<a href="https://agentmods.dev/skills/fengshao1227/ccg-workflow/ai"><img src="https://agentmods.dev/badge/skills/fengshao1227/ccg-workflow/ai.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 45 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 330 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00045 $0.00330
Opus 5 $0.00023 $0.00165
Sonnet 5 $0.00009 $0.00066
Haiku 4.5 $0.00005 $0.00033

Measured 9d ago against content hash c311af51b59f, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-08, from the pricing page.

Security

Grade A, and why

ai scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 9d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

Copies of this mod

3 near-identical copies found in the catalogue:

  • ai — 100% identical, 0 lines differ
  • ai — 100% identical, 0 lines differ
  • ai — 100% identical, 0 lines differ
templates/skills/domains/ai/SKILL.md · 35 lines

What it actually says

丹鼎秘典 · AI/LLM 能力中枢

能力矩阵

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

AI 工程原则

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
Files

What ships with it

4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 9d ago First seen · 35 lines · 45 tokens per session scan A c311af51b59f

Subscribe to this mod's changes

ai is a skill published in the GitHub repository fengshao1227/ccg-workflow (5,879 stars, last pushed 5d ago), licensed MIT. It adds 45 tokens to every session and 330 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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