youtube-game-scout

youtube-game-scout is a skill for Claude Code, Codex from kennyzir/7deer_skills. It costs 50 tokens per session (835 once invoked), scanned A, original, MIT.

A tool that reads new videos from YouTube channels you follow and finds signs of newly released, updated, or emerging games. It produces a Markdown report with game details, platforms, and signal scores.

In plain words
What is it for?
Use it to collect YouTube video data through Chrome, identify game-related keywords, group games by platform, and generate a structured discovery report.
Why use it?
It reduces the need to manually check many YouTube subscription feeds for game discoveries. The scores help sort videos by the strength of their discovery signals.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to collect YouTube video data through Chrome, identify game-related keywords, group games by platform, and generate a structured discovery report.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/kennyzir/7deer_skills/youtube-game-scout
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 kennyzir/7deer_skills --skill youtube-game-scout
Clone the repo
git clone --depth 1 https://github.com/kennyzir/7deer_skills

Made for: Claude Code, Codex.

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 youtube-game-scout

README.md
[![agentmods](https://agentmods.dev/badge/skills/kennyzir/7deer_skills/youtube-game-scout/github.svg)](https://agentmods.dev/skills/kennyzir/7deer_skills/youtube-game-scout)
Your own site
<a href="https://agentmods.dev/skills/kennyzir/7deer_skills/youtube-game-scout"><img src="https://agentmods.dev/badge/skills/kennyzir/7deer_skills/youtube-game-scout/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 youtube-game-scout

Your own site · 80×15
<a href="https://agentmods.dev/skills/kennyzir/7deer_skills/youtube-game-scout"><img src="https://agentmods.dev/badge/skills/kennyzir/7deer_skills/youtube-game-scout.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 50 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 835 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 $0.00050 $0.00835
Opus 5 $0.00025 $0.00417
Sonnet 5 $0.00010 $0.00167
Haiku 4.5 $0.00005 $0.00084

Measured 4d ago against content hash 078f482c4499, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

youtube-game-scout 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 4d ago.

The scan reads SKILL.md. This mod also ships 2 executable files (scripts/analyze_game_discovery.py, scripts/cdp_game_scout.js), listed below but not scanned — reading those needs a real analyzer, not pattern matching.

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.

youtube-game-scout/SKILL.md · 98 lines

What it actually says

YouTube Game Scout Skill

概述

通过 CDP (Chrome DevTools Protocol) 自动化抓取 YouTube 订阅频道,识别新游戏发现信号,生成结构化游戏发现报告。

核心功能

  1. CDP 滚动抓取 — 连接 Chrome 浏览器,滚动 YouTube 订阅 feed,提取视频元数据
  2. 游戏信号分析 — 0-20 分信号评分,识别 NEW/UPDATE/EMERGING 关键词
  3. 平台分类 — 区分 Roblox/Steam/itch.io/HTML5/AAA 游戏
  4. 报告生成 — 输出 markdown 格式游戏发现报告

脚本说明

cdp_game_scout.js

CDP 游戏侦察脚本。通过 Chrome 远程调试端口连接浏览器,滚动订阅 feed 并提取视频数据。

前置条件:

  • Chrome 浏览器需开启远程调试端口:--remote-debugging-port=18800
  • Node.js 环境
  • ws npm 模块:npm install -g ws

使用方法:

# 1. 启动 Chrome(macOS)
open -a "Google Chrome" --args --remote-debugging-port=18800

# 2. 运行抓取脚本
NODE_PATH=$HOME/.npm-global/lib/node_modules \
  node cdp_game_scout.js

输出:

  • /tmp/yt_games_final.json — 原始视频数据
  • 终端打印抓取进度

analyze_game_discovery.py

游戏发现信号分析器。读取 JSON 数据,输出评分后的游戏发现报告。

前置条件:

  • Python 3.7+
  • 无额外依赖

使用方法:

python3 analyze_game_discovery.py

评分维度(0-20 分):

信号 分值范围 说明
NEW GAME +5-10 首次发现/新发布
UPDATE +3-5 游戏更新版本
EMERGING +4-8 上升期游戏
PLATFORM +1-3 平台明确度
GENRE +1-2 类型清晰度
PERSONAL REVIEW +2 "I played/tried" 亲测信号
WORTH IT +1 价值评估信号

输出:

  • /tmp/game_discovery_report.md — 结构化报告

工作流程

手动浏览订阅频道(browser 工具)
    ↓
运行 cdp_game_scout.js 抓取数据
    ↓
运行 analyze_game_discovery.py 分析
    ↓
生成游戏发现报告
    ↓
(可选)推送至 Feishu 文档

配置

  • CDP WebSocket URL: ws://127.0.0.1:18800/devtools/page/<TARGET_ID>
  • 抓取深度: 25 次滚动(~5 天视频覆盖)
  • 数据存储: /tmp/yt_games_final.json

局限性

  • 需手动登录 YouTube 获取订阅 feed 访问权限
  • 频道名称提取受 YouTube Shadow DOM 影响
  • 滚动深度有限,超出窗口的视频不会被抓取
  • 建议配合 YouTube Game Keywords cron(10:00 CST)使用
Files

What ships with it

3 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. 4d ago Changed · +5 lines · +50 tokens per session 078f482c4499
  2. 13d ago First seen · 93 lines · 0 tokens per session scan A a138593dde0b

Subscribe to this mod's changes

youtube-game-scout is a skill published in the GitHub repository kennyzir/7deer_skills (313 stars, last pushed 4d ago), licensed MIT. It adds 50 tokens to every session and 835 once invoked, about $0.0003 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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