SGLang Model Day-0 Support
BBuf/AI-Infra-Auto-Driven-SKILLS
Plans and audits Day-0 SGLang support for a new model release: scope, architecture gaps, PR order, validation gates and sanitized public evidence.
中国互联网品牌感知监测统一工具。聚合全网热榜追踪（hub）、小红书/抖音/公众号近30天深度讨论研究（cn30）、豆包/Kimi/DeepSeek AI 搜索品牌可见度分析（geo）三个互补模块，帮助品牌方/市场运营/内容创作者从「话题热度—真实口碑—AI 回答」三层视角全面感知品牌。当用户需要研究中国社交媒体热点、分析品牌舆情、对比竞品口碑、分析品牌在 AI 搜索中的表现、做 GEO…
No licenceAuto-check: notes
Install Brand Geo Analysis Plus
$ npx skills add redfox-data/redfox-community --skill brand-geo-analysis-plus -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install redfox-data/redfox-community brand-geo-analysis-plus --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/redfox-data/redfox-community.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/brand-geo-analysis-plus .claude/skills/brand-geo-analysis-plus && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "brand-geo-analysis-plus" agent skill from https://github.com/redfox-data/redfox-community/tree/main/skills/brand-geo-analysis-plus into .claude/skills/brand-geo-analysis-plus/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brand-geo-analysis-plus", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/redfox-data/redfox-community/tree/main/skills/brand-geo-analysis-plusType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add redfox-data/redfox-community --skill brand-geo-analysis-plus -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install redfox-data/redfox-community brand-geo-analysis-plus --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/redfox-data/redfox-community.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/brand-geo-analysis-plus .agents/skills/brand-geo-analysis-plus && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "brand-geo-analysis-plus" agent skill from https://github.com/redfox-data/redfox-community/tree/main/skills/brand-geo-analysis-plus into .agents/skills/brand-geo-analysis-plus/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brand-geo-analysis-plus", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add redfox-data/redfox-community --skill brand-geo-analysis-plus -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install redfox-data/redfox-community brand-geo-analysis-plus --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/redfox-data/redfox-community.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/brand-geo-analysis-plus .cursor/skills/brand-geo-analysis-plus && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "brand-geo-analysis-plus" agent skill from https://github.com/redfox-data/redfox-community/tree/main/skills/brand-geo-analysis-plus into .cursor/skills/brand-geo-analysis-plus/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brand-geo-analysis-plus", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/redfox-data/redfox-community.git --path skills/brand-geo-analysis-plus--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add redfox-data/redfox-community --skill brand-geo-analysis-plus -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install redfox-data/redfox-community brand-geo-analysis-plus --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/redfox-data/redfox-community.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/brand-geo-analysis-plus .gemini/skills/brand-geo-analysis-plus && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "brand-geo-analysis-plus" agent skill from https://github.com/redfox-data/redfox-community/tree/main/skills/brand-geo-analysis-plus into .gemini/skills/brand-geo-analysis-plus/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brand-geo-analysis-plus", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install redfox-data/redfox-community brand-geo-analysis-plusInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add redfox-data/redfox-community --skill brand-geo-analysis-plus -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/redfox-data/redfox-community.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/brand-geo-analysis-plus .github/skills/brand-geo-analysis-plus && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "brand-geo-analysis-plus" agent skill from https://github.com/redfox-data/redfox-community/tree/main/skills/brand-geo-analysis-plus into .github/skills/brand-geo-analysis-plus/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brand-geo-analysis-plus", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add redfox-data/redfox-community --skill brand-geo-analysis-plus -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install redfox-data/redfox-community brand-geo-analysis-plus --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/redfox-data/redfox-community.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/brand-geo-analysis-plus .opencode/skills/brand-geo-analysis-plus && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "brand-geo-analysis-plus" agent skill from https://github.com/redfox-data/redfox-community/tree/main/skills/brand-geo-analysis-plus into .opencode/skills/brand-geo-analysis-plus/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "brand-geo-analysis-plus", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
brand-geo-analysis-plus- GitHub stars
- 425
- Token cost
- ~3.2k tokens
- SKILL.md length
- 565 words
- Files
- 17 (incl. scripts, references)
- Skills in repo
- 124
- Repo updated
- First seen
- Licence
- None found
At a glance
中国互联网品牌感知监测统一工具。聚合全网热榜追踪（hub）、小红书/抖音/公众号近30天深度讨论研究（cn30）、豆包/Kimi/DeepSeek AI 搜索品牌可见度分析（geo）三个互补模块，帮助品牌方/市场运营/内容创作者从「话题热度—真实口碑—AI 回答」三层视角全面感知品牌。当用户需要研究中国社交媒体热点、分析品牌舆情、对比竞品口碑、分析品牌在 AI 搜索中的表现、做 GEO…
- Works in 7 steps: 输入收集 → 问题生成（用户未提供问题时） → 批量搜索 → …
- SKILL.md covers 一句话定位, 何时使用, 三个模块速览 and 鉴权（共享）, plus 6 more sections
- Runs Python scripts from its folder; calls python3 and pip; needs REDFOX_API_KEY
What it does
Brand Geo Analysis Plus is an agent skill from redfox-data/redfox-community. 中国互联网品牌感知监测统一工具。聚合全网热榜追踪（hub）、小红书/抖音/公众号近30天深度讨论研究（cn30）、豆包/Kimi/DeepSeek AI 搜索品牌可见度分析（geo）三个互补模块，帮助品牌方/市场运营/内容创作者从「话题热度—真实口碑—AI 回答」三层视角全面感知品牌。当用户需要研究中国社交媒体热点、分析品牌舆情、对比竞品口碑、分析品牌在 AI 搜索中的表现、做 GEO 优化、追踪全网热点时使用。触发词：品牌感知、舆情监测、社媒研究、热榜聚合、AI 搜索可见度、GEO 分析、跨平台舆情、热点追踪、品牌口碑、品牌竞品对比、社媒热榜。
Its SKILL.md is about 3.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 19 other files, including scripts and reference files (for example `README.en.md`, `README.md` and `references/cn30-output-rules.md`).
It works with DeepSeek and Kimi. The repository describes itself as: 红狐数据（RedFoxHub） 技能合集：面向 Agent 的可复用 SKILL 集合，覆盖灵感、选题、文案创作、数据复盘等场景，持续更新。
Example prompts
- “/brand-geo-analysis-plus”
Requirements
- Python 3
- A credential in REDFOX_API_KEY
- Pre-approved tools (allowed-tools): Bash, Read, Write, AskUserQuestion, WebSearch
Workflow steps
7 steps, taken from the step headings in SKILL.md.
- 输入收集
- 问题生成（用户未提供问题时）
- 批量搜索
- 确定性分析
- AI 分析（Agent 执行）
- 合并 + 报告生成
- 交付
What it can do on your machine
Read from SKILL.md and the folder at commit bffe5a8. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves these tools, so the agent can use them without asking each time:
BashReadWriteAskUserQuestionWebSearch
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 9 files in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
python3pip
From the folder's file list and the shell code blocks in SKILL.md.
Network
Links to these hosts (documentation or services it may open):
redfox.hk
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names these keys or tokens, usually read from environment variables:
REDFOX_API_KEY
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Brand Geo Analysis Plus loads about 3.2k tokens when it runs, and up to ~9.4k if it reads all its reference files. Until then it costs about 75 tokens; SKILL.md has 565 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check: notes
The automated check noted patterns worth knowing about, such as sudo or a known installer.
- NotePre-approves every shell command (allowed-tools: Bash)SKILL.md
allowed-tools: Bash, Read, Write, AskUserQuestion, WebSearch
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Without a licence we can't republish the file, so here is its outline and opening line. It has 565 words (~3,176 tokens).
- name
- brand-geo-analysis-plus
- allowed-tools
- Bash, Read, Write, AskUserQuestion, WebSearch
- agent_created
- true
- metadata.emoji
- 👁️
- metadata.primaryEnv
- REDFOX_API_KEY
- metadata.tags
- brand, social-media, trends, ai-search, geo, xiaohongshu, douyin, wechat, weibo, bilibili, kuaishou, toutiao, baidu, zhihu, doubao, kimi, deepseek
Files
SKILL.md and 16 other files (scripts, references) in skills/brand-geo-analysis-plus of redfox-data/redfox-community.
- SKILL.md
- README.en.md
- README.md
- references/cn30-output-rules.md
- references/geo-metrics.md
- references/hub-instructions.md
- references/hub-output-templates.md
- references/hub-prediction-logic.md
- scripts/cn30_search.py
- scripts/geo_analyze.py
- scripts/geo_report.py
- scripts/geo_search.py
- scripts/hub_fetch.py
- scripts/lib/__init__.py
- scripts/lib/analyzer.py
- scripts/lib/platforms.py
- scripts/lib/report_template.py
Open the folder on GitHubat commit bffe5a8
Compare with similar skills
Brand Geo Analysis Plus next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Brand Geo Analysis Plus this skillredfox-data/redfox-community | 425 | — | ~3.2k | Automated safety check: Notes | None | |
| SGLang Model Day-0 SupportBBuf/AI-Infra-Auto-Driven-SKILLS | 925 | — | ~2.3k | Automated safety check: Pass | None | |
| AI Model NodejsTencentCloudBase/CloudBase-AI-Toolkit | 1.1k | 2 repos | ~5k | Automated safety check: Pass | MIT | |
| Geoliangdabiao/GEO-Content-Optimizer-Skill | 205 | 1 repos | ~2.3k | Automated safety check: Notes | MIT | |
| Bridgic LLMsbitsky-tech/bridgic | 155 | — | ~839 | Automated safety check: Notes | MIT | |
| Model Architecture Diagram FinderBBuf/AI-Infra-Auto-Driven-SKILLS | 925 | — | ~1.2k | Automated safety check: Pass | None |
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Related
Questions about Brand Geo Analysis Plus
What does Brand Geo Analysis Plus do?
中国互联网品牌感知监测统一工具。聚合全网热榜追踪（hub）、小红书/抖音/公众号近30天深度讨论研究（cn30）、豆包/Kimi/DeepSeek AI 搜索品牌可见度分析（geo）三个互补模块，帮助品牌方/市场运营/内容创作者从「话题热度—真实口碑—AI 回答」三层视角全面感知品牌。当用户需要研究中国社交媒体热点、分析品牌舆情、对比竞品口碑、分析品牌在 AI 搜索中的表现、做 GEO…. Brand Geo Analysis Plus is an agent skill from redfox-data/redfox-community.
How do I install Brand Geo Analysis Plus in Claude Code?
Run `npx skills add redfox-data/redfox-community --skill brand-geo-analysis-plus -a claude-code`. Or copy the skill folder (skills/brand-geo-analysis-plus in redfox-data/redfox-community) into .claude/skills/brand-geo-analysis-plus in your project. Claude Code loads it when a task matches its description.
How do I install Brand Geo Analysis Plus in Codex?
Run `npx skills add redfox-data/redfox-community --skill brand-geo-analysis-plus -a codex`. Or copy the skill folder (skills/brand-geo-analysis-plus in redfox-data/redfox-community) into .agents/skills/brand-geo-analysis-plus in your project. Codex loads it when a task matches its description.
Can I use Brand Geo Analysis Plus in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add redfox-data/redfox-community --skill brand-geo-analysis-plus -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/brand-geo-analysis-plus, .gemini/skills/brand-geo-analysis-plus, .github/skills/brand-geo-analysis-plus and .opencode/skills/brand-geo-analysis-plus in your project.
What does Brand Geo Analysis Plus need to run?
Going by SKILL.md and its folder, Brand Geo Analysis Plus needs Python for the scripts in its folder, the command-line tools its instructions call (python3 and pip) and credentials named REDFOX_API_KEY. Our summary lists: Python 3; A credential in REDFOX_API_KEY. Its frontmatter pre-approves these tools: Bash, Read, Write, AskUserQuestion, WebSearch.
Does Brand Geo Analysis Plus access the network?
SKILL.md names 1 domain. As links in the text: redfox.hk. This is read from the text; nothing was executed.
Is Brand Geo Analysis Plus safe to install?
Our automated static check of SKILL.md found notes only (pre-approves every shell command (allowed-tools: bash)), nothing it rates as a warning. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Brand Geo Analysis Plus use?
No licence was found for Brand Geo Analysis Plus or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Brand Geo Analysis Plus use?
About 3.2k tokens (SKILL.md is roughly 13k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 6.2k tokens, read only when the agent opens those files.
What are the alternatives to Brand Geo Analysis Plus?
Skills that share tags, products or a category with Brand Geo Analysis Plus: SGLang Model Day-0 Support (BBuf/AI-Infra-Auto-Driven-SKILLS, 925 stars), AI Model Nodejs (TencentCloudBase/CloudBase-AI-Toolkit, 1.1k stars), Geo (liangdabiao/GEO-Content-Optimizer-Skill, 205 stars) and Bridgic LLMs (bitsky-tech/bridgic, 155 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Brand Geo Analysis Plus?
redfox-data (a GitHub user) maintains it in redfox-data/redfox-community, which has 425 GitHub stars. The repository holds 124 skills in this directory. The repository was last updated on October 9, 2026.
Source: redfox-data/redfox-community on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.