#708 by GitHub stars
alchaincyf/x-mentor-skill
X/Twitter运营:选题、推文与长文、账号诊断、增长和转化。用户说X运营、推特、写推文、涨粉、tweet、thread、发推时使用。以本人数据和真实经历校正通用经验。
History
Review weekly changes to SKILL.md before updating. Dates mark the weeks in which we observed each version; checks apply to the recorded commits.
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Week of Nov 2, 2026 · +0 / −0 lines
Before Instructions only → After Instructions only
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Week of Oct 26, 2026 · Line counts unavailable
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First observation → 5b70373129dd
No earlier version was observed for comparison.
Heat
6.2- Star growth, last 7 daysAhead of 84% of tracked repositories
- Star growth, last 24 hoursAhead of 85% of tracked repositories
- Rank movement, last 7 daysAhead of 40% of tracked repositories
- Commits, last 30 daysAhead of 60% of tracked repositories
- Accounts asking about it through MCP, last 7 daysNot available
- Hot votes this weekAhead of 0% of tracked repositories
Heat never changes the order by stars, and sponsorship never touches it. How heat works
Stars over time
Individual skills in this repository
How it works
x-mastery-mentor
When your agent uses it
X/Twitter运营:选题、推文与长文、账号诊断、增长和转化。用户说X运营、推特、写推文、涨粉、tweet、thread、发推时使用。以本人数据和真实经历校正通用经验。
What it loads into context
Frontmatter
121 tokensAlways available to the agent
SKILL.md
2,893 tokensWhen the skill is activated
Reference documents
54,813 tokensLoaded on request
Token counts are estimates. Scripts run separately; they are not counted as reference context.
The playbook
- 核心准则:Tibo的数据优先原则
- 每次激活先读什么
- 场景A:写推文、长文或Thread
- 场景B:选题
- 场景C:审阅
- 场景D:增长策略
- 场景E:账号采集与报告
- 回流与纠错
- 数据与参考
- 关于作者
- 版本检查
Files
.DS_Storeasset8,196 bytes.gitignoreasset52 bytesLICENSEasset1,072 bytesREADME.mddoc12,901 bytesSKILL.mdcore10,779 bytesassets/hero.gifasset4,935,947 bytesexamples/account-diagnosis-demo.mddoc1,944 bytesexamples/routing-diagram.htmlasset11,376 bytesexamples/routing-diagram.pngasset172,772 bytesexamples/routing-infographic.htmlasset10,972 bytesexamples/routing-infographic.pngasset151,744 bytesreferences/about-author.mddoc9,941 bytesreferences/algorithm-niche.mddoc2,742 bytesreferences/growth-monetization.mddoc4,026 bytesreferences/huashu_x_expression_examples.mddoc4,349 bytesreferences/mental-models-heuristics.mddoc10,456 bytesreferences/quality-analytics.mddoc3,050 bytesreferences/research/01-writing-methods.mddoc27,690 bytesreferences/research/02-growth-engines.mddoc21,345 bytesreferences/research/03-content-brand.mddoc21,855 bytesreferences/research/04-platform-mechanics.mddoc19,790 bytesreferences/research/05-ai-tech-niche.mddoc21,610 bytesreferences/research/06-cases-antipatterns.mddoc18,965 bytesreferences/tibo_core_principles.mddoc3,449 bytesreferences/writing-workshop.mddoc4,584 byteswechat-qrcode.jpgasset50,292 bytes工作逻辑.pngasset447,000 bytes
Read SKILL.md
# X运营导师
帮助用户选题、写作、诊断与复盘。花叔范例仅用于本人账号或用户明确要求这种风格时。可以协作起草;不编造经历,不保证增长,不未经授权发布。
## 核心准则:Tibo的数据优先原则
2026-10-11花叔指定[Tibo这条帖](https://x.com/tibo_maker/status/2109214987038216210)为最核心指南之一。以下原则优先于旧模板与历史调研;出处、8条经验及迁移边界见[核心参考](references/tibo_core_principles.md),首次使用及策略任务必读。
1. **先看自己账号的数据,再决定写法。** 看中位数、样本数、成熟时间与转化,不用他人的爆款替代自己的证据。
2. **把有价值的内容讲完整。** 不强压到120—130字符,不把600个英文字符当中文门槛;短帖、长帖、原生Article和Thread按任务选择。
3. **真实代价让结果可信。** 钱、时间、订阅额度、失败次数、前后结果,优先用本人提供且可核实的数字。数字要解释价值,不能为吸睛杜撰收入或成本。
4. **优先陈述有根据的发现。** 先给读者结果或判断,再展开;真实求助可以提问。不要把问号全面禁掉。
5. **留下读者以后用得上的东西。** 步骤、判断标准、可复用资料和失败边界比空喊「收藏」更重要。
6. **让作品背后的人被看见。** 写动机、尝试、代价、选择、生活与作品的联系,避免只有功能、版本、星标播报。不强行公开私人生活。View the complete source on GitHubSkills included
- x-mastery-mentor
Repository facts
- License
- MIT
- Created
- Apr 6, 2026
- Last pushed
- Oct 13, 2026
- Forks
- 205
- Open issues
- 0
- Project activity
- Active
Rank over the last 12 weeks
Now #708 · best #510 · down 84 in 30 days
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Before you install
Instructions onlyAutomated signals, not a guarantee
Checked Nov 3, 2026
- No broad tool permissions
- No dangerous shell commands
- 460 network referencesin 14 files: references/research/02-growth-engines.md:13 references/research/01-writing-methods.md:13 references/about-author.md:3 and 11 more
- No hidden or obfuscated text
- No instruction overrides
- No executable scripts
- 1 reference to secretsin 1 file: .gitignore:3
- No requests to vote in Hot
Show all 461 signals by file
.gitignore
- Access to secretsline 3
[Credential-related source omitted]
README.md
- Network accessline 6
<img src="assets/hero.gif" alt="x-mentor-skill Hero Animation" /> <br/> <sub>动画由 <a href="https://github.com/alchaincyf/huashu-design">huashu-design</a> skill 制作</sub> - Network accessline 7
<br/> <sub>动画由 <a href="https://github.com/alchaincyf/huashu-design">huashu-design</a> skill 制作</sub> </p> - Network accessline 8
<sub>动画由 <a href="https://github.com/alchaincyf/huashu-design">huashu-design</a> skill 制作</sub> - Network accessline 13
[](LICENSE) - Network accessline 14
[](https://agentskills.io) - Network accessline 15
[](https://skills.sh) - Network accessline 16
[](#安装) - Network accessline 17
[](https://github.com/alchaincyf/nuwa-skill) - Network accessline 37
将[Tibo的这次内容复盘](https://x.com/tibo_maker/status/2109214987038216210)纳入核心指南:以自己的数据修正写作习惯,重视完整表达、真实代价、可复用指南、个人经历与持续投入。作者个案和平台事实分别标记,不直接照搬英文市场结果。 - Network accessline 65
本 skill 基于开放的 [Agent Skills](https://agentskills.io) 协议,可在任何 skills-compatible 的 AI agent runtime 中运行(Claude Code、Codex、Cursor、OpenClaw、Hermes Agent、CodeBuddy、Workbuddy、Gemini CLI、OpenCode 等 50+ runtime)。 - Network accessline 73
通用 CLI 安装器([vercel-labs/skills](https://github.com/vercel-labs/skills),支持 55+ runtime)会自动识别当前 runtime 并把 skill 放到正确目录。需要指定 runtime 时加 `-a claude-code` / `-a codex` / `-a cursor` / `-a openclaw` 等参数。 - Network accessline 89
git clone https://github.com/alchaincyf/x-mentor-skill <对应路径> - Network accessline 174
由 [女娲.skill](https://github.com/alchaincyf/nuwa-skill) 生成——但这次不是蒸馏一个人,是蒸馏一个领域。 - Network accessline 222
| 人物 | 领域 | 安装 | |------|------|------| | [乔布斯.skill](https://github.com/alchaincyf/steve-jobs-skill) | 产品/设计/战略 | `npx skills add alchaincyf/steve-jobs-skill` | - Network accessline 223
|------|------|------| | [乔布斯.skill](https://github.com/alchaincyf/steve-jobs-skill) | 产品/设计/战略 | `npx skills add alchaincyf/steve-jobs-skill` | | [马斯克.skill](https://github.com/alchaincyf/elon-musk-skill) | 工程/成本/第一性原理 | `npx skills add al - Network accessline 224
| [乔布斯.skill](https://github.com/alchaincyf/steve-jobs-skill) | 产品/设计/战略 | `npx skills add alchaincyf/steve-jobs-skill` | - Network accessline 225
| [马斯克.skill](https://github.com/alchaincyf/elon-musk-skill) | 工程/成本/第一性原理 | `npx skills add alchaincyf/elon-musk-skill` | - Network accessline 226
| [纳瓦尔.skill](https://github.com/alchaincyf/naval-skill) | 财富/杠杆/人生哲学 | `npx skills add alchaincyf/naval-skill` | - Network accessline 227
| [芒格.skill](https://github.com/alchaincyf/munger-skill) | 投资/多元思维/逆向思考 | `npx skills add alchaincyf/munger-skill` | - Network accessline 228
| [费曼.skill](https://github.com/alchaincyf/feynman-skill) | 学习/教学/科学思维 | `npx skills add alchaincyf/feynman-skill` | - Network accessline 229
| [塔勒布.skill](https://github.com/alchaincyf/taleb-skill) | 风险/反脆弱/不确定性 | `npx skills add alchaincyf/taleb-skill` | - Network accessline 230
| [张雪峰.skill](https://github.com/alchaincyf/zhangxuefeng-skill) | 教育/职业规划/阶层流动 | `npx skills add alchaincyf/zhangxuefeng-skill` | - Network accessline 238
想蒸馏更多?用 [女娲.skill](https://github.com/alchaincyf/nuwa-skill),输入任何名字或主题即可。 - Network accessline 252
| 平台 | 链接 | |------|------| | 🌐 官网 | [bookai.top](https://bookai.top) · [huasheng.ai](https://www.huasheng.ai) | - Network accessline 253
|------|------| | 🌐 官网 | [bookai.top](https://bookai.top) · [huasheng.ai](https://www.huasheng.ai) | | 𝕏 Twitter | [@AlchainHust](https://x.com/AlchainHust) | - Network accessline 254
| 🌐 官网 | [bookai.top](https://bookai.top) · [huasheng.ai](https://www.huasheng.ai) | - Network accessline 255
| 𝕏 Twitter | [@AlchainHust](https://x.com/AlchainHust) | - Network accessline 256
| 📺 B站 | [花叔](https://space.bilibili.com/14097567) | - Network accessline 257
| ▶<U+FE0F> YouTube | [@Alchain](https://www.youtube.com/@Alchain) | - Network accessline 258
| 📕 小红书 | [花叔](https://www.xiaohongshu.com/user/profile/5abc6f17e8ac2b109179dfdf) | - Network accessline 269
MIT License © [花叔 Huashu](https://github.com/alchaincyf) - Network accessline 271
Made with [女娲.skill](https://github.com/alchaincyf/nuwa-skill)
SKILL.md
- Network accessline 4
metadata: author: "花叔" homepage: "https://github.com/alchaincyf" - Network accessline 5
author: "花叔" homepage: "https://github.com/alchaincyf" repository: "https://github.com/alchaincyf/x-mentor-skill" - Network accessline 6
homepage: "https://github.com/alchaincyf" - Network accessline 7
repository: "https://github.com/alchaincyf/x-mentor-skill" - Network accessline 17
2026-10-11花叔指定[Tibo这条帖](https://x.com/tibo_maker/status/2109214987038216210)为最核心指南之一。以下原则优先于旧模板与历史调研;出处、8条经验及迁移边界见[核心参考](references/tibo_core_principles.md),首次使用及策略任务必读。 - Network accessline 95
本 skill 由花叔开发维护,仓库:https://github.com/alchaincyf/x-mentor-skill - Network accessline 106
- 成功:第一行就是最新版本,和本文件开头的 `metadata.version` 比较,然后写入 `<今天> ok`。远程更高时,先完成用户的任务,结束时告诉用户:「x-mastery-mentor 有新版本 vX.Y.Z,更新说明见 https://github.com/alchaincyf/x-mentor-skill/releases ,需要时运行 `git -C <本目录> pull --ff-only`;不想再收到提醒,把 `.last-update-check`
examples/routing-diagram.html
- Network accessline 398
<div class="footer"> X导师.skill · Made with <a href="https://github.com/alchaincyf/nuwa-skill">女娲.skill</a> · <a href="https://github.com/alchaincyf/x-mentor-skill">GitHub</a> - Network accessline 399
X导师.skill · Made with <a href="https://github.com/alchaincyf/nuwa-skill">女娲.skill</a> · <a href="https://github.com/alchaincyf/x-mentor-skill">GitHub</a>
examples/routing-infographic.html
- Network accessline 4
<meta charset="UTF-8"> <style> @import url('https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;700;900&display=swap'); - Network accessline 5
<style> @import url('https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;700;900&display=swap'); * { margin: 0; padding: 0; box-sizing: border-box; } - Network accessline 6
@import url('https://fonts.googleapis.com/css2?family=Noto+Sans+SC:wght@400;700;900&display=swap');
references/about-author.md
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> 本文件由 [huashu-skills](https://github.com/alchaincyf/huashu-skills) 根据花叔的 GitHub 主页自动生成。供 agent 在用户问到作者、相关作品或联系方式时读取;正常任务中不主动介绍。 - Network accessline 7
主页:https://github.com/alchaincyf - Network accessline 11
- **huashu-art-motion:让画动起来**:https://github.com/alchaincyf/huashu-art-motion - Network accessline 13
[看动画样片](https://github.com/alchaincyf/huashu-art-motion#动画样片) · [开始使用](https://github.com/alchaincyf/huashu-art-motion#里面有什么) · [下载完整成片](https://github.com/alchaincyf/huashu-art-motion/releases/latest) - Network accessline 17
- **女娲.skill:把高手的思维,变成你的工具**:https://github.com/alchaincyf/nuwa-skill - Network accessline 18
提炼一个人的心智模型、决策方法和表达方式,变成可以反复调用的Skill。 也可以直接试试:[乔布斯视角](https://github.com/alchaincyf/steve-jobs-skill) · [X运营](https://github.com/alchaincyf/x-mentor-skill) - **Huashu Design:把想法做成作品**:https://github.com/alchaincyf/huashu-design - Network accessline 19
也可以直接试试:[乔布斯视角](https://github.com/alchaincyf/steve-jobs-skill) · [X运营](https://github.com/alchaincyf/x-mentor-skill) - Network accessline 20
- **Huashu Design:把想法做成作品**:https://github.com/alchaincyf/huashu-design - Network accessline 21
用HTML做原型、幻灯片、动画和信息图,从定方向到检查成品。 - **FanBox:Coding Agent的驾驶舱**:https://github.com/alchaincyf/fanbox 把文件、终端和每一次改动放在一起,看清Agent做了什么,随时接手。 - Network accessline 22
- **FanBox:Coding Agent的驾驶舱**:https://github.com/alchaincyf/fanbox - Network accessline 27
- **达尔文.skill:让Skill在实测中进化**:https://github.com/alchaincyf/darwin-skill - Network accessline 28
评估、改进、测试,保留有效改动,回滚退步。女娲造Skill,达尔文磨Skill。 - **huashu-chrome:让Agent用上你的浏览器**:https://github.com/alchaincyf/huashu-chrome 使用你自己的Chrome和已有登录态操作网页,把站点经验留下来。 - Network accessline 29
- **huashu-chrome:让Agent用上你的浏览器**:https://github.com/alchaincyf/huashu-chrome - Network accessline 30
使用你自己的Chrome和已有登录态操作网页,把站点经验留下来。 - **huashu-mac-use:让Agent操作Mac原生应用**:https://github.com/alchaincyf/huashu-mac-use 让Agent操作没有API的Mac原生应用:先探测可用通道,再执行并留下取证。 - Network accessline 31
- **huashu-mac-use:让Agent操作Mac原生应用**:https://github.com/alchaincyf/huashu-mac-use - Network accessline 36
- **橙皮书:从真实项目里长出来的AI指南**:https://bookai.top - Network accessline 38
[阅读橙皮书](https://bookai.top) · [Claude Code](https://github.com/alchaincyf/claude-code-orange-book) · [Hermes Agent](https://github.com/alchaincyf/hermes-agent-orange-book) · [Obsidian AI](https://github.com/alchaincyf/obsidian-ai-orange-boo - Network accessline 42
完整目录、安装方法和机器可读的 skills.json:https://github.com/alchaincyf/huashu-skills - Network accessline 44
| skill | 适合什么需求 | 仓库 | |---|---|---| | huashu-design | HTML 原生设计系统:高保真原型/幻灯片/动画/可视化,20 种设计哲学 + 5 维专家评审 + MP4 导出 | https://github.com/alchaincyf/huashu-design | - Network accessline 45
|---|---|---| | huashu-design | HTML 原生设计系统:高保真原型/幻灯片/动画/可视化,20 种设计哲学 + 5 维专家评审 + MP4 导出 | https://github.com/alchaincyf/huashu-design | | huashu-mac-use | 让 agent 操控 Mac 上没有 API 的原生 app:探测选层(CDP / AX / 坐标 / 像素)、读后台写过闸不打扰用户、每步回读与取证、收工回流进档案; - Network accessline 46
| huashu-design | HTML 原生设计系统:高保真原型/幻灯片/动画/可视化,20 种设计哲学 + 5 维专家评审 + MP4 导出 | https://github.com/alchaincyf/huashu-design | - Network accessline 47
| huashu-mac-use | 让 agent 操控 Mac 上没有 API 的原生 app:探测选层(CDP / AX / 坐标 / 像素)、读后台写过闸不打扰用户、每步回读与取证、收工回流进档案;含 Swift 内核与 CDP 工具 | https://github.com/alchaincyf/huashu-mac-use | - Network accessline 48
| huashu-gpt-image | GPT-image 的 prompt 工程方法论:真实参考名替代形容词,含单图 playbook、批量网格生成、失败模式树 | https://github.com/alchaincyf/huashu-gpt-image | - Network accessline 49
| huashu-icon-set | 端到端为项目生成风格统一的图标集:4×4 网格批量生成 + 逐个精度兜底 + 智能抠图(豆包环境专用,依赖内置 image_gen) | https://github.com/alchaincyf/huashu-icon-set | - Network accessline 50
| huashu-slide-doubao | 豆包环境专用视觉物料生产:slides + 公众号封面 + 视频封面,走内置 image_gen 零 API 费用 | https://github.com/alchaincyf/huashu-slide-doubao | - Network accessline 51
| huashu-slide-codex | Codex 环境专用视觉物料生产:slides + 公众号封面 + 视频封面,走 Codex 内置 image_gen | https://github.com/alchaincyf/huashu-slide-codex | - Network accessline 52
| huashu-excel | 数据分析全流程:体检脏表→清洗→定口径→算指标→对账→报告,依赖仅 openpyxl | https://github.com/alchaincyf/huashu-excel | - Network accessline 53
| huashu-md-html | md 流水线:万物(PDF/DOCX/EPUB/网页/音频)转干净 md,md 加工成出版级 HTML/DOCX,四套反 AI slop 主题 | https://github.com/alchaincyf/huashu-md-html | - Network accessline 54
| seedance-skill | 白模驱动的 AI 视频工作台:白模参考视频与提示词出自同一份 scene.json,渲染前做几何体检 | https://github.com/alchaincyf/seedance-skill | - Network accessline 55
| tramstop-skill | 电车站.skill:证据驱动的去 AI 味,四层 AI 味模型 + 真实素材注入,来自四版本盲测实验 | https://github.com/alchaincyf/tramstop-skill | - Network accessline 56
| dukou | 渡口:公众号文章一键渡到 X Articles / B站专栏,Chrome 插件 + 本地桥 + skill | https://github.com/alchaincyf/dukou | - Network accessline 57
| x-mentor-skill | X 导师:蒸馏 6 位顶级 X 创作者方法论 + 开源算法数据,完整的选题-写作-增长手册 | https://github.com/alchaincyf/x-mentor-skill | - Network accessline 58
| huashu-weread | 微信读书高阶顾问:书架+笔记交叉分析,个性化荐书/阶梯书单/笔记提炼/年度阅读复盘 | https://github.com/alchaincyf/huashu-weread | - Network accessline 59
| nuwa-skill | 女娲:蒸馏任何人的思维方式——心智模型、决策启发式、表达 DNA,产出可运行的人物 skill | https://github.com/alchaincyf/nuwa-skill | - Network accessline 60
| darwin-skill | 达尔文:让 skill 无限进化——评估→改进→测试→保留或回滚,全程 git 留痕 | https://github.com/alchaincyf/darwin-skill | - Network accessline 61
| freud-skill | 弗洛伊德:给 AI 做心理分析,基于 Anthropic 可解释性研究,诊断 prompt/skill 的身份冲突并重写 | https://github.com/alchaincyf/freud-skill | - Network accessline 62
| skills-guide | Claude Code Skills 完整指南:理解、查找和创建 skills | https://github.com/alchaincyf/skills-guide | - Network accessline 63
| huashu-report | 机构级研究报告与学术论文:六种报告原型 + 结构骨架 + 图表模式库 + 可复用生产流水线,规范提炼自 2026 年 42 份顶级机构报告实测 | https://github.com/alchaincyf/huashu-report | - Network accessline 64
| zhangxuefeng-skill | 张雪峰的认知操作系统:高考志愿/考研/职业规划 | https://github.com/alchaincyf/zhangxuefeng-skill | - Network accessline 65
| steve-jobs-skill | 乔布斯的认知操作系统:产品判断、砍需求、品味 | https://github.com/alchaincyf/steve-jobs-skill | - Network accessline 66
| elon-musk-skill | 马斯克的认知操作系统:第一性原理、成本结构、激进迭代 | https://github.com/alchaincyf/elon-musk-skill | - Network accessline 67
| munger-skill | 查理·芒格的认知操作系统:逆向思考、认知偏误、投资决策 | https://github.com/alchaincyf/munger-skill | - Network accessline 68
| karpathy-skill | Andrej Karpathy 的认知操作系统:AI 技术可靠性、学习方法、行业判断 | https://github.com/alchaincyf/karpathy-skill | - Network accessline 69
| trump-skill | 特朗普的思维操作系统:谈判、权力、传播 | https://github.com/alchaincyf/trump-skill | - Network accessline 70
| feynman-skill | 费曼的认知操作系统:真懂 vs 记住名词、货物崇拜检测 | https://github.com/alchaincyf/feynman-skill | - Network accessline 71
| naval-skill | Naval Ravikant 的认知操作系统:杠杆、特定知识、财富路径 | https://github.com/alchaincyf/naval-skill | - Network accessline 72
| sun-yuchen-perspective | 孙宇晨的注意力收割操作系统:注意力经济、营销、危机公关 | https://github.com/alchaincyf/sun-yuchen-perspective | - Network accessline 73
| zhang-yiming-skill | 张一鸣的认知操作系统:产品、组织、全球化、延迟满足 | https://github.com/alchaincyf/zhang-yiming-skill | - Network accessline 74
| taleb-skill | 塔勒布的认知操作系统:尾部风险、反脆弱、质疑主流叙事 | https://github.com/alchaincyf/taleb-skill | - Network accessline 75
| mrbeast-skill | MrBeast 的内容创造操作系统:视频标题/封面/钩子/留存 | https://github.com/alchaincyf/mrbeast-skill | - Network accessline 76
| paul-graham-skill | Paul Graham 的认知操作系统:创业、写作、做用户真正要的东西 | https://github.com/alchaincyf/paul-graham-skill | - Network accessline 77
| ilya-sutskever-skill | Ilya Sutskever 的认知操作系统:深度学习直觉、Scaling、AI 本质 | https://github.com/alchaincyf/ilya-sutskever-skill | - Network accessline 78
| huashu-art-motion | 艺术与解说动画:35种艺术风格、9种解说动画语法,拆解复刻、口播驱动整片,用代码让画动起来 | https://github.com/alchaincyf/huashu-art-motion | - Network accessline 79
| huashu-flash | 闪电.skill:照Anthropic两周把claude.ai提速3倍的方法给网站或App提速,先量基线、再证指标、逐步优化,用棘轮锁住只许变好 | https://github.com/alchaincyf/huashu-flash | - Network accessline 80
| mcstomach | 麦门胃:读麦当劳历史订单,带证据提炼口味规则,确认后生成可携带的个人「胃」 | https://github.com/alchaincyf/mcstomach | - Network accessline 86
- 公众号:「花叔」(在微信里搜「花叔」) - B站:花叔v:https://space.bilibili.com/14097567 - Network accessline 87
- B站:花叔v:https://space.bilibili.com/14097567 - Network accessline 88
- 小红书:花叔:https://www.xiaohongshu.com/user/profile/5abc6f17e8ac2b109179dfdf - Network accessline 89
- 个人网站:https://www.huasheng.ai/ - Network accessline 90
- X:https://x.com/AlchainHust - Network accessline 91
- YouTube:https://www.youtube.com/@Alchain - Network accessline 92
- 更多开源项目:https://github.com/alchaincyf?tab=repositories
references/algorithm-niche.md
- Network accessline 7
X官方开源仓库明确说明:排序权重作用于预测的行为概率,不是原始点赞/回复数量;不能说一个回复等于多少赞。公开代码也不等于每个线上实验的完整配置。 来源:https://github.com/xai-org/x-algorithm (2026-08-14说明,2026-10-11读取)。 - Network accessline 8
来源:https://github.com/xai-org/x-algorithm (2026-08-14说明,2026-10-11读取)。 - Network accessline 10
公共views可包含重复观看,不是独立触达人数。 来源:https://help.x.com/en/using-x/view-counts (2026-10-11读取)。 - Network accessline 11
来源:https://help.x.com/en/using-x/view-counts (2026-10-11读取)。
references/huashu_x_expression_examples.md
- Network accessline 47
概念原文:https://wittgensteinproject.org/w/index.php/Philosophische_Untersuchungen
references/research/01-writing-methods.md
- Network accessline 13
- 成绩:在线写作累计超1亿阅读量,2015年Quora最高阅读量作者,11本书(含2本畅销书) - 核心著作:*The Art and Business of Online Writing*、*Snow Leopard: How Legendary Writers Create a Category of One* - Twitter: [@Nicolascole77](https://x.com/Nicolascole77),200+条thread累计5000万+阅读 - Network accessline 15
- Twitter: [@Nicolascole77](https://x.com/Nicolascole77),200+条thread累计5000万+阅读 - Network accessline 19
- 成绩:2020年1月从零起步,30个月内Twitter涨到326k粉丝,Ship 30 for 30七位数营收 - 背景:华尔街交易员转型数字写作者 - Twitter: [@dickiebush](https://x.com/dickiebush) - Network accessline 21
- Twitter: [@dickiebush](https://x.com/dickiebush) - Network accessline 24
- 性质:付费写作社群课程($700左右),每8-12周开一期,每期800-1500人 - 核心理念:30天内每天写一篇250字的Atomic Essay,用行动打败完美主义 - 网站:[ship30for30.com](https://www.ship30for30.com/) - Network accessline 26
- 网站:[ship30for30.com](https://www.ship30for30.com/) - Network accessline 32
| 术语 | 定义 | 创造者 | 来源 | |------|------|--------|------| | **Digital Writer** | 将写作融入日常生活、在社交平台上「公开练习」的创作者,与传统「孤独写作」相对 | Cole & Bush | [Ship 30 Ultimate Guide](https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ul - Network accessline 33
|------|------|--------|------| | **Digital Writer** | 将写作融入日常生活、在社交平台上「公开练习」的创作者,与传统「孤独写作」相对 | Cole & Bush | [Ship 30 Ultimate Guide](https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide) (一手) | | - Network accessline 34
| **Digital Writer** | 将写作融入日常生活、在社交平台上「公开练习」的创作者,与传统「孤独写作」相对 | Cole & Bush | [Ship 30 Ultimate Guide](https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide) (一手) | - Network accessline 35
| **Atomic Essay** | 250字以内、聚焦一个观点、写给一个人看的迷你文章,以截图形式发布 | Cole & Bush | [Atomic Essay Guide](https://www.ship30for30.com/post/how-to-write-an-atomic-essay-a-beginners-guide) (一手) | - Network accessline 36
| **Rate of Revelation** | 你向读者揭示新信息的速度——在线写作中,速度越快越好,每句话必须推进 | Nicolas Cole | [Ship 30 Ultimate Guide](https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide) (一手) | - Network accessline 37
| **Sacred Hours** | 你最高产且最不被打扰的时间段交集,用于专注写作的受保护时间块 | Cole & Bush | [5 Pillars](https://www.ship30for30.com/post/the-5-pillars-of-digital-writing) (一手) | - Network accessline 38
| **The 2-Year Test** | 问自己「过去两年我解决了什么问题、学了什么」,答案就是你该写的主题 | Dickie Bush | [Dickie Bush on X](https://x.com/dickiebush/status/1577293300570247168) (一手) | - Network accessline 39
| **The 4A Framework** | 每个话题都可以用4种角度写:Actionable/Analytical/Aspirational/Anthropological | Cole & Bush | [Content Frameworks](https://www.ship30for30.com/post/online-writing-frameworks) (一手) | - Network accessline 40
| **Lean Writing** | 先发最小内容验证(tweet),有效果再扩展成更长形式——写作版「精益创业」 | Cole & Bush | [Lean Writing](https://www.ship30for30.com/post/lean-writing-on-twitter-how-to-turn-a-tweet-into-a-thread-into-an-atomic-essay) (一手) | - Network accessline 41
| **The Golden Intersection** | 回答读者的问题 + 讲你自己的故事 = 最佳内容交叉点 | Nicolas Cole | [Typeshare Post](https://typeshare.co/nicolascole/posts/digital-writing-law-20-the-golden-intersection-is-answering-the-readers-question--telling-them-a-story) (一手 - Network accessline 42
| **The Tequila Test** | 列出某话题所有「常规建议」,然后全部避开——强制产出非显而易见的内容 | Nicolas Cole | [Snow Leopard Notes](https://www.danielscrivner.com/notes/snow-leopard-nicolas-cole) (二手整理) | - Network accessline 43
| **Curiosity Gap** | 标题揭示开头和结局但隐藏中间——迫使读者点击去找答案 | Cole & Bush | [Ship 30 Ultimate Guide](https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide) (一手) | - Network accessline 44
| **Snow Leopard** | 在稀有领域占据独特位置的写作者,与主流竞争者(「狮子」)相对 | Nicolas Cole + Category Pirates | [Amazon](https://www.amazon.com/Snow-Leopard-Legendary-Writers-Category/dp/1956934456) (一手) | - Network accessline 45
| **Languaging** | 发明新词汇/命名来创建新品类——两个词就能改变读者心智归类 | Nicolas Cole + Category Pirates | [Outliers Podcast](https://www.outlieracademy.com/episode/140) (一手访谈) | - Network accessline 46
| **Content-Free Content** | 只陈述人人都知道的信息、不提供任何新价值的内容(如「第一步:去做」) | Nicolas Cole | [Snow Leopard Notes](https://www.danielscrivner.com/notes/snow-leopard-nicolas-cole) (二手整理) | - Network accessline 54
**来源**:[Dickie Bush on X](https://x.com/dickiebush/status/1577293300570247168) (一手) + [Ship 30 Idea Generator](https://www.ship30for30.com/post/how-to-generate-112-new-content-ideas-in-30-minutes) (一手) - Network accessline 96
**来源**:[5 Pillars of Digital Writing](https://www.ship30for30.com/post/the-5-pillars-of-digital-writing) (一手) + [Ship 30 Ultimate Guide](https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide) (一手) - Network accessline 138
**来源**:[How to Write a Twitter Thread](https://www.ship30for30.com/post/how-to-write-a-twitter-thread) (一手) + [Nicolas Cole 7 Templates Tweet](https://x.com/Nicolascole77/status/1483922200662970370) (一手) - Network accessline 178
**来源**:[Nicolas Cole Tweet](https://x.com/Nicolascole77/status/1483922200662970370) (一手) + [Typeshare Templates](https://typeshare.co/templates/pack/nicolas-cole-thread-hooks) (一手工具) - Network accessline 194
**来源**:[Ship 30 Ultimate Guide](https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide) (一手) - Network accessline 204
**来源**:[5 Pillars](https://www.ship30for30.com/post/the-5-pillars-of-digital-writing) (一手) + [Ship 30 Ultimate Guide](https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide) (一手) - Network accessline 238
**来源**:[Lean Writing](https://www.ship30for30.com/post/lean-writing-on-twitter-how-to-turn-a-tweet-into-a-thread-into-an-atomic-essay) (一手) + [Lean Writing Method](https://www.ship30for30.com/post/the-lean-writing-method-how-to-expand-short - Network accessline 252
**来源**:[Bootstrapped Founder Podcast](https://thebootstrappedfounder.com/dickie-bush-the-power-of-digital-writing/) (一手访谈) - Network accessline 260
**来源**:[Nicolas Cole Medium](https://nicolascole77.medium.com/the-ultimate-online-writing-republishing-framework-24028e37427d) (一手) + [Cole Tweet Thread](https://twunroll.com/article/1361689241978163202) (二手存档) - Network accessline 275
**来源**:[Nicolas Cole LinkedIn](https://www.linkedin.com/posts/nicolascole_the-memorable-writing-framework-framework-activity-7016757800332632064-YTss) (一手) - Network accessline 288
**来源**:[Ship 30 Hook-Story-Offer](https://www.ship30for30.com/post/the-hook-story-offer-framework-an-easy-copywriting-formula-for-beginners) (一手) - Network accessline 302
### 来源 - [Lean Writing](https://www.ship30for30.com/post/lean-writing-on-twitter-how-to-turn-a-tweet-into-a-thread-into-an-atomic-essay) (一手) - Network accessline 303
- [Lean Writing](https://www.ship30for30.com/post/lean-writing-on-twitter-how-to-turn-a-tweet-into-a-thread-into-an-atomic-essay) (一手) - Network accessline 304
- [Bootstrapped Founder Podcast](https://thebootstrappedfounder.com/dickie-bush-the-power-of-digital-writing/) (一手访谈) - Network accessline 305
- [Side Hustle Nation](https://www.sidehustlenation.com/building-a-6-figure-side-hustle-on-twitter/) (一手访谈) - Network accessline 326
**来源**:[Growth In Reverse](https://growthinreverse.com/dickie-bush/) (二手分析) + [Side Hustle Nation](https://www.sidehustlenation.com/building-a-6-figure-side-hustle-on-twitter/) (一手访谈) - Network accessline 336
### 来源 - [Snow Leopard Book Notes](https://www.danielscrivner.com/notes/snow-leopard-nicolas-cole) (二手详细笔记) - Network accessline 337
- [Snow Leopard Book Notes](https://www.danielscrivner.com/notes/snow-leopard-nicolas-cole) (二手详细笔记) - Network accessline 338
- [Outliers Podcast #140](https://www.outlieracademy.com/episode/140) (一手播客访谈) - Network accessline 372
**来源**:[Atomic Essay Guide](https://www.ship30for30.com/post/how-to-write-an-atomic-essay-a-beginners-guide) (一手) - Network accessline 388
**来源**:[5 Pillars of Digital Writing](https://www.ship30for30.com/post/the-5-pillars-of-digital-writing) (一手) - Network accessline 402
### 来源 - [Bootstrapped Founder Podcast](https://thebootstrappedfounder.com/dickie-bush-the-power-of-digital-writing/) (一手访谈) - Network accessline 403
- [Bootstrapped Founder Podcast](https://thebootstrappedfounder.com/dickie-bush-the-power-of-digital-writing/) (一手访谈) - Network accessline 404
- [Nathan Barry Interview](https://nathanbarry.com/035-dickie-bush-100000-writing-twitter/) (一手访谈) - Network accessline 405
- [Side Hustle Nation](https://www.sidehustlenation.com/building-a-6-figure-side-hustle-on-twitter/) (一手访谈) - Network accessline 406
- [Podcast Notes](https://podcastnotes.org/uncategorized/dickie-bush-louis-shulman-kyle-bishop-writing/) (二手整理) - Network accessline 435
**来源**:[Ship 30 Ultimate Guide](https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide) (一手) - Network accessline 452
**来源**:[Snow Leopard Notes](https://www.danielscrivner.com/notes/snow-leopard-nicolas-cole) (二手详细笔记) + [Passionfroot Interview](https://www.passionfroot.me/creators-on-air/digital-writing-twitter-growth-and-a-7-figure-side-hustle-with-dicki - Network accessline 476
| # | 来源 | 类型 | URL | |---|------|------|-----| | 1 | Ship 30 Ultimate Guide | 一手(官方教学页面) | https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide | - Network accessline 477
|---|------|------|-----| | 1 | Ship 30 Ultimate Guide | 一手(官方教学页面) | https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide | | 2 | Atomic Essay Guide | 一手(官方教学页面) | https://www.ship30for30.com/post/ - Network accessline 478
| 1 | Ship 30 Ultimate Guide | 一手(官方教学页面) | https://www.ship30for30.com/post/how-to-start-writing-online-the-ship-30-for-30-ultimate-guide | - Network accessline 479
| 2 | Atomic Essay Guide | 一手(官方教学页面) | https://www.ship30for30.com/post/how-to-write-an-atomic-essay-a-beginners-guide | - Network accessline 480
| 3 | How to Write a Twitter Thread | 一手(官方教学页面) | https://www.ship30for30.com/post/how-to-write-a-twitter-thread | - Network accessline 481
| 4 | 5 Pillars of Digital Writing | 一手(官方教学页面) | https://www.ship30for30.com/post/the-5-pillars-of-digital-writing | - Network accessline 482
| 5 | Content Frameworks (3个) | 一手(官方教学页面) | https://www.ship30for30.com/post/online-writing-frameworks | - Network accessline 483
| 6 | Endless Idea Generator | 一手(官方教学页面) | https://www.ship30for30.com/post/how-to-generate-112-new-content-ideas-in-30-minutes | - Network accessline 484
| 7 | Lean Writing Method | 一手(官方教学页面) | https://www.ship30for30.com/post/lean-writing-on-twitter-how-to-turn-a-tweet-into-a-thread-into-an-atomic-essay | - Network accessline 485
| 8 | Hook-Story-Offer | 一手(官方教学页面) | https://www.ship30for30.com/post/the-hook-story-offer-framework-an-easy-copywriting-formula-for-beginners | - Network accessline 486
| 9 | The 2-Year Test | 一手(官方教学页面) | https://www.ship30for30.com/post/the-2-year-test-a-framework-for-endless-content-ideas | - Network accessline 487
| 10 | Cole Republishing Framework | 一手(Cole Medium) | https://nicolascole77.medium.com/the-ultimate-online-writing-republishing-framework-24028e37427d | - Network accessline 488
| 11 | Cole 7 Thread Templates | 一手(Cole X/Twitter) | https://x.com/Nicolascole77/status/1483922200662970370 | - Network accessline 489
| 12 | Bush Endless Idea Generator | 一手(Bush X/Twitter) | https://x.com/dickiebush/status/1577293300570247168 | - Network accessline 490
| 13 | Cole Lean Writing 101 | 一手(Cole X/Twitter) | https://x.com/nicolascole77/status/1525194696502390784 | - Network accessline 491
| 14 | Memorable Writing Framework | 一手(Cole LinkedIn) | https://www.linkedin.com/posts/nicolascole_the-memorable-writing-framework-framework-activity-7016757800332632064-YTss | - Network accessline 492
| 15 | Golden Intersection | 一手(Cole Typeshare) | https://typeshare.co/nicolascole/posts/digital-writing-law-20-the-golden-intersection-is-answering-the-readers-question--telling-them-a-story | - Network accessline 493
| 16 | Snow Leopard Book Notes | 二手(Daniel Scrivner笔记) | https://www.danielscrivner.com/notes/snow-leopard-nicolas-cole | - Network accessline 494
| 17 | Outliers Podcast #140 | 一手(Cole播客访谈) | https://www.outlieracademy.com/episode/140 | - Network accessline 495
| 18 | Bootstrapped Founder Pod | 一手(Bush播客访谈) | https://thebootstrappedfounder.com/dickie-bush-the-power-of-digital-writing/ | - Network accessline 496
| 19 | Nathan Barry Interview | 一手(Bush播客访谈) | https://nathanbarry.com/035-dickie-bush-100000-writing-twitter/ | - Network accessline 497
| 20 | Side Hustle Nation | 一手(Bush播客访谈) | https://www.sidehustlenation.com/building-a-6-figure-side-hustle-on-twitter/ | - Network accessline 498
| 21 | Growth In Reverse分析 | 二手(增长案例分析) | https://growthinreverse.com/dickie-bush/ | - Network accessline 499
| 22 | Art & Business book summary | 二手(书籍摘要) | https://ericsandroni.com/book-summary-art-and-business-of-online-writing/ | - Network accessline 500
| 23 | Typeshare Thread Templates | 一手(Cole模板工具) | https://typeshare.co/templates/pack/nicolas-cole-thread-hooks | - Network accessline 501
| 24 | Ship 30 Review (详细课程内容) | 二手(学员评价) | https://isthiscourselegit.com/course/ship-30-for-30 | - Network accessline 502
| 25 | Specificity is the Secret | 一手(Cole Substack) | https://artandbiz.substack.com/p/the-biz-specificity-is-the-secret | - Network accessline 503
| 26 | Passionfroot Interview | 一手(Bush访谈) | https://www.passionfroot.me/creators-on-air/digital-writing-twitter-growth-and-a-7-figure-side-hustle-with-dickie-bush |
references/research/02-growth-engines.md
- Network accessline 13
| 时间 | 里程碑 | 来源 | |------|--------|------| | 2020.03 | 疫情居家,开始在Twitter写thread(此前是PE从业者,每周70+小时) | [Nathan Barry Podcast #064](https://nathanbarry.com/064-sahil-bloom-unlock-growth-creator/) | - Network accessline 14
|------|--------|------| | 2020.03 | 疫情居家,开始在Twitter写thread(此前是PE从业者,每周70+小时) | [Nathan Barry Podcast #064](https://nathanbarry.com/064-sahil-bloom-unlock-growth-creator/) | | 2020.05 | 发出第一条正式Twitter thread | [Growth In Reverse](https://gr - Network accessline 15
| 2020.03 | 疫情居家,开始在Twitter写thread(此前是PE从业者,每周70+小时) | [Nathan Barry Podcast #064](https://nathanbarry.com/064-sahil-bloom-unlock-growth-creator/) | - Network accessline 16
| 2020.05 | 发出第一条正式Twitter thread | [Growth In Reverse](https://growthinreverse.com/sahil-bloom/) | - Network accessline 17
| 2020.08 | ~14,000 followers | [Creator Science #118](https://podcast.creatorscience.com/sahil-bloom/) | - Network accessline 18
| 2022.09 | ~700,000 followers(2年内从0到50万) | [Creator Science #118](https://podcast.creatorscience.com/sahil-bloom/) | - Network accessline 19
| 2023 | 超过1M Twitter followers;newsletter 400K+ subscribers;全年营收$10M | [Entrepreneur](https://www.entrepreneur.com/starting-a-business/how-sahil-bloom-built-a-newsletter-that-makes-70000-a/467228) | - Network accessline 20
| 当前 | ~1.9M全平台followers;newsletter(Curiosity Chronicle)800K+ subscribers | [Growth In Reverse](https://growthinreverse.com/sahil-bloom/) | - Network accessline 22
**核心数据**:不到2年从0到500K followers;离开VC后收入是原来的5倍。 来源:[Jakob Greenfeld](https://jakobgreenfeld.com/sahil) - Network accessline 23
来源:[Jakob Greenfeld](https://jakobgreenfeld.com/sahil) - Network accessline 32
- 下午用积累的想法写作 - 哲学:写自己真正想学的东西,所以即使内容没火也不觉得浪费时间 - 来源:[Jakob Greenfeld](https://jakobgreenfeld.com/sahil) - Network accessline 34
- 来源:[Jakob Greenfeld](https://jakobgreenfeld.com/sahil) - Network accessline 38
- Newsletter + Podcast = 深度关系 + 留存(owned audience) - LinkedIn & Instagram = 额外分发渠道(各超250K followers,几个月内达成) - 来源:[Nathan Barry Podcast #064](https://nathanbarry.com/064-sahil-bloom-unlock-growth-creator/) - Network accessline 40
- 来源:[Nathan Barry Podcast #064](https://nathanbarry.com/064-sahil-bloom-unlock-growth-creator/) - Network accessline 44
- 收入项目包括:job board、课程、advisory、SRB Holdings旗下服务公司 - newsletter广告收入全部再投入增长(付费广告 + SparkLoop $1.50/subscriber) - 来源:[Entrepreneur](https://www.entrepreneur.com/starting-a-business/how-sahil-bloom-built-a-newsletter-that-makes-70000-a/467228) - Network accessline 46
- 来源:[Entrepreneur](https://www.entrepreneur.com/starting-a-business/how-sahil-bloom-built-a-newsletter-that-makes-70000-a/467228) - Network accessline 54
4. 完成未发布(Finished Unpublished) 5. 已发布(Published) 来源:[Jakob Greenfeld](https://jakobgreenfeld.com/sahil) - Network accessline 56
来源:[Jakob Greenfeld](https://jakobgreenfeld.com/sahil) - Network accessline 60
- 遵循费曼技巧:先写已知内容 → 阅读研究填补空白 → 用最简单的话解释 - 发布前分享给朋友审阅,确保没有逻辑漏洞 - 来源:[12 Growth Lessons](https://tweethunter.io/thread-finder/tibo_maker/12-twitter-growth-lessons-from-sahil-bloom) - Network accessline 62
- 来源:[12 Growth Lessons](https://tweethunter.io/thread-finder/tibo_maker/12-twitter-growth-lessons-from-sahil-bloom) - Network accessline 66
- 新闻解读(breaking news + 专业解释) - 常青内容(发布数月/数年后仍被收藏分享) - 来源:[TweetHunter](https://tweethunter.io/thread-finder/tibo_maker/12-twitter-growth-lessons-from-sahil-bloom) - Network accessline 68
- 来源:[TweetHunter](https://tweethunter.io/thread-finder/tibo_maker/12-twitter-growth-lessons-from-sahil-bloom) - Network accessline 72
| 维度 | 具体做法 | 来源 | |------|----------|------| | 频率 | 每周至少1条长篇thread,持续写了225+ threads | [Creator Science](https://podcast.creatorscience.com/sahil-bloom/) | - Network accessline 73
|------|----------|------| | 频率 | 每周至少1条长篇thread,持续写了225+ threads | [Creator Science](https://podcast.creatorscience.com/sahil-bloom/) | | 时间 | 周六发布长篇thread(长内容周末表现更好) | [Jakob Greenfeld](https://jakobgreenfeld.com/sahil) | - Network accessline 74
| 频率 | 每周至少1条长篇thread,持续写了225+ threads | [Creator Science](https://podcast.creatorscience.com/sahil-bloom/) | - Network accessline 75
| 时间 | 周六发布长篇thread(长内容周末表现更好) | [Jakob Greenfeld](https://jakobgreenfeld.com/sahil) | - Network accessline 76
| 测试 | 先发单条tweet测试想法反响,再决定是否展开为thread | [TweetHunter](https://tweethunter.io/thread-finder/tibo_maker/12-twitter-growth-lessons-from-sahil-bloom) | - Network accessline 77
| Hook | 1-2行钩子,必须极度吸引人(thread已饱和,质量是关键) | [Creator Science](https://podcast.creatorscience.com/sahil-bloom/) | - Network accessline 83
- 大部分没反响,但Chamath(300K+ followers)的一次转推引爆了增长 - Paul Graham式哲学:Do things that don't scale - 来源:[Creator Science](https://podcast.creatorscience.com/sahil-bloom/) - Network accessline 85
- 来源:[Creator Science](https://podcast.creatorscience.com/sahil-bloom/) - Network accessline 89
- 主动建立creator关系网(Nathan Barry、Shaan Puri、Nick Huber、Julian Shapiro) - 核心理念:不是一次获得1000个粉丝,而是获得1个粉丝1000次 - 来源:[Jakob Greenfeld](https://jakobgreenfeld.com/sahil) - Network accessline 91
- 来源:[Jakob Greenfeld](https://jakobgreenfeld.com/sahil) - Network accessline 93
**亲和力建设**: - 分享个人照片和生活内容,让粉丝看到真人,建立不同层次的连接 - 来源:[Creator Science](https://podcast.creatorscience.com/sahil-bloom/) - Network accessline 95
- 来源:[Creator Science](https://podcast.creatorscience.com/sahil-bloom/) - Network accessline 104
- 模式:与运营者合伙创业,自己作为高知名度客户 + 提供分发优势 - 5个月内推出5个产品化服务,达到mid 7-figures ARR,零投资零融资,第一天盈利 - 来源:[The B2B Creator](https://theb2bcreator.com/sahil-bloom/) - Network accessline 106
- 来源:[The B2B Creator](https://theb2bcreator.com/sahil-bloom/) - Network accessline 109
- Curiosity Chronicle月收入$70,000+ - 广告收入再投入增长而非作为主收入 - 来源:[Entrepreneur](https://www.entrepreneur.com/starting-a-business/how-sahil-bloom-built-a-newsletter-that-makes-70000-a/467228) - Network accessline 111
- 来源:[Entrepreneur](https://www.entrepreneur.com/starting-a-business/how-sahil-bloom-built-a-newsletter-that-makes-70000-a/467228) - Network accessline 113
**课程**: - 与Blake Burge合开的Audience Building课程(Maven平台) - 来源:[Maven](https://maven.com/blake-burge-and-sahil-bloom/audience-building-4) - Network accessline 115
- 来源:[Maven](https://maven.com/blake-burge-and-sahil-bloom/audience-building-4) - Network accessline 117
**核心策略**:把成本中心变成利润中心(类似Amazon AWS的逻辑)。 来源:[Entrepreneur](https://www.entrepreneur.com/starting-a-business/how-sahil-bloom-built-a-newsletter-that-makes-70000-a/467228) - Network accessline 118
来源:[Entrepreneur](https://www.entrepreneur.com/starting-a-business/how-sahil-bloom-built-a-newsletter-that-makes-70000-a/467228) - Network accessline 132
11. 建立内容库(library),让新读者可以深入探索 12. 拥有你的受众:建email list,不依赖算法 来源:[TweetHunter - 12 Lessons](https://tweethunter.io/thread-finder/tibo_maker/12-twitter-growth-lessons-from-sahil-bloom) - Network accessline 134
来源:[TweetHunter - 12 Lessons](https://tweethunter.io/thread-finder/tibo_maker/12-twitter-growth-lessons-from-sahil-bloom) - Network accessline 142
| 时间 | 里程碑 | 来源 | |------|--------|------| | 2019 | 离开SaaS公司VP岗位,开始solopreneur之路 | [Starter Story](https://www.starterstory.com/stories/justin-welsh) | - Network accessline 143
|------|--------|------| | 2019 | 离开SaaS公司VP岗位,开始solopreneur之路 | [Starter Story](https://www.starterstory.com/stories/justin-welsh) | | 2021.10 | 开始投入Twitter(此前LinkedIn已有大量粉丝) | [Growth In Reverse](https://growthinreverse.com/justin-welsh/) - Network accessline 144
| 2019 | 离开SaaS公司VP岗位,开始solopreneur之路 | [Starter Story](https://www.starterstory.com/stories/justin-welsh) | - Network accessline 145
| 2021.10 | 开始投入Twitter(此前LinkedIn已有大量粉丝) | [Growth In Reverse](https://growthinreverse.com/justin-welsh/) | - Network accessline 146
| 2022.01 | 启动newsletter The Saturday Solopreneur | [Starter Story](https://www.starterstory.com/stories/justin-welsh) | - Network accessline 147
| 2022 | 18周内Twitter增长44,716 followers | [Justin Welsh Blog](https://justinwelsh.me/blog/03052022) | - Network accessline 148
| 2022 | 3.5年内建成$1.7M年收入的solo business | [Growth In Reverse](https://growthinreverse.com/justin-welsh/) | - Network accessline 149
| 2023 | 年收入超过$2M;newsletter 1年内增长到77K subscribers | [LinkedIn Post](https://www.linkedin.com/posts/justinwelsh_recently-i-crossed-2m-in-income-as-a-creator-activity-6927228981054214144-OAgM) | - Network accessline 150
| 2024 | 年收入$4.15M | [Sell Me Well](https://sellmewell.com/sale-legends/justin-welsh-million-dollar-empire/) | - Network accessline 151
| 当前 | LinkedIn 500K+;Twitter/X 330K+;Newsletter 200K+;累计$12M revenue,90%利润率 | [justinwelsh.me](https://www.justinwelsh.me/) | - Network accessline 153
**核心数据**:16个月内Twitter从8K到325K(与LinkedIn相同的粉丝量);年内容曝光量500M+。 来源:[Growth In Reverse](https://growthinreverse.com/justin-welsh/),[justinwelsh.me](https://www.justinwelsh.me/) - Network accessline 154
来源:[Growth In Reverse](https://growthinreverse.com/justin-welsh/),[justinwelsh.me](https://www.justinwelsh.me/) - Network accessline 162
4. **Distribute(分发)**:跨平台发布 + 自动化工具 - 效果:每小时可产出10-20条高质量内容 - 来源:[Content OS](https://learn.justinwelsh.me/content),[The Tilt](https://www.thetilt.com/business-operations/justin-welsh-tech-stack) - Network accessline 164
- 来源:[Content OS](https://learn.justinwelsh.me/content),[The Tilt](https://www.thetilt.com/business-operations/justin-welsh-tech-stack) - Network accessline 169
- 每周2次、每次30分钟的ideation session,产出5-7个newsletter选题 - 经常批量创作,一次写好几周的内容 - 来源:[Sell Me Well](https://sellmewell.com/sale-legends/justin-welsh-million-dollar-empire/) - Network accessline 171
- 来源:[Sell Me Well](https://sellmewell.com/sale-legends/justin-welsh-million-dollar-empire/) - Network accessline 204
来源:[Justin Welsh Blog](https://justinwelsh.me/blog/03052022) - Network accessline 211
- Twitter受众更independent,用词偏独立创业 - 同一内容双平台发布,扩大触达,都导流到newsletter - 来源:[Growth In Reverse](https://growthinreverse.com/justin-welsh/) - Network accessline 213
- 来源:[Growth In Reverse](https://growthinreverse.com/justin-welsh/) - Network accessline 220
- **S**olution:给出答案 - 案例:一条用PAIPS的帖子获得276K impressions - 来源:[Justin Welsh on X](https://x.com/thejustinwelsh/status/1666056673436336128) - Network accessline 222
- 来源:[Justin Welsh on X](https://x.com/thejustinwelsh/status/1666056673436336128) - Network accessline 226
| 工具 | 用途 | 来源 | |------|------|------| | Hypefury | Twitter调度、自动转推、自动plug newsletter、自动取消转推、跨发LinkedIn | [The Tilt](https://www.thetilt.com/business-operations/justin-welsh-tech-stack) | - Network accessline 227
|------|------|------| | Hypefury | Twitter调度、自动转推、自动plug newsletter、自动取消转推、跨发LinkedIn | [The Tilt](https://www.thetilt.com/business-operations/justin-welsh-tech-stack) | | Taplio | LinkedIn调度 | [Justin Welsh on X](https://x.com/thejustinwe - Network accessline 228
| Hypefury | Twitter调度、自动转推、自动plug newsletter、自动取消转推、跨发LinkedIn | [The Tilt](https://www.thetilt.com/business-operations/justin-welsh-tech-stack) | - Network accessline 229
| Taplio | LinkedIn调度 | [Justin Welsh on X](https://x.com/thejustinwelsh/status/1720797047463325815) | - Network accessline 239
- 自动plug:发帖后自动追加newsletter链接 - 跨平台:一键把tweets/threads转发到LinkedIn(carousel格式) - 来源:[Hypefury](https://hypefury.com/) - Network accessline 241
- 来源:[Hypefury](https://hypefury.com/) - Network accessline 246
| 产品 | 价格区间 | 来源 | |------|----------|------| | 入门级产品 | <$50 | [Sell Me Well](https://sellmewell.com/sale-legends/justin-welsh-million-dollar-empire/) | - Network accessline 247
|------|----------|------| | 入门级产品 | <$50 | [Sell Me Well](https://sellmewell.com/sale-legends/justin-welsh-million-dollar-empire/) | | Content OS / LinkedIn OS 课程 | $150-$300 | [justinwelsh.me/store](https://learn.justinwelsh.me/store) | - Network accessline 248
| 入门级产品 | <$50 | [Sell Me Well](https://sellmewell.com/sale-legends/justin-welsh-million-dollar-empire/) | - Network accessline 249
| Content OS / LinkedIn OS 课程 | $150-$300 | [justinwelsh.me/store](https://learn.justinwelsh.me/store) | - Network accessline 250
| 高端产品 | $1,000+(限量) | [Sell Me Well](https://sellmewell.com/sale-legends/justin-welsh-million-dollar-empire/) | - Network accessline 256
- 极简团队(只有几个contractor) - 90%利润率 - 来源:[Sell Me Well](https://sellmewell.com/sale-legends/justin-welsh-million-dollar-empire/) - Network accessline 258
- 来源:[Sell Me Well](https://sellmewell.com/sale-legends/justin-welsh-million-dollar-empire/) - Network accessline 273
来源:[Postel](https://www.postel.app/blog/How-to-Grow-Your-X-Account-To-500-Followers-in-2025-A-Step-by-Step-Guide),[Social Rails](https://socialrails.com/blog/how-to-grow-on-twitter-x-complete-guide) - Network accessline 338
来源:[Sprout Social](https://sproutsocial.com/insights/twitter-algorithm/),[WebFX](https://www.webfx.com/blog/social-media/x-twitter-marketing-benchmarks/),[Tweet Archivist](https://www.tweetarchivist.com/twitter-marketing-strategy-guide-2025 - Network accessline 344
| 策略 | 具体做法 | 效果/数据 | 来源 | |------|----------|-----------|------| | 回复大号 | 开启通知,第一时间留有价值评论 | 一条评论6.7K impressions | [Justin Welsh Blog](https://justinwelsh.me/blog/03052022) | - Network accessline 345
|------|----------|-----------|------| | 回复大号 | 开启通知,第一时间留有价值评论 | 一条评论6.7K impressions | [Justin Welsh Blog](https://justinwelsh.me/blog/03052022) | | DM开放 | 保持DM开放,积极回复 | 建立深层粉丝关系 | [Creator Science](https://podcast.creatorscience.com/sahi - Network accessline 346
| 回复大号 | 开启通知,第一时间留有价值评论 | 一条评论6.7K impressions | [Justin Welsh Blog](https://justinwelsh.me/blog/03052022) | - Network accessline 347
| DM开放 | 保持DM开放,积极回复 | 建立深层粉丝关系 | [Creator Science](https://podcast.creatorscience.com/sahil-bloom/) | - Network accessline 348
| 同级networking | 找同级别账号互相支持 | 一起成长的飞轮效应 | [Justin Welsh Blog](https://justinwelsh.me/blog/03052022) | - Network accessline 349
| 个人内容 | 分享照片和生活 | 亲和力建设,多层次连接 | [Creator Science](https://podcast.creatorscience.com/sahil-bloom/) | - Network accessline 350
| 常青回收 | Hypefury自动重发best performers | 跨时区最大化触达 | [Hypefury](https://hypefury.com/) | - Network accessline 351
| 时间分配 | 70% engage,30% create(尤其早期) | 互动比产出更重要 | [Social Rails](https://socialrails.com/blog/how-to-grow-on-twitter-x-complete-guide) | - Network accessline 357
### 一手来源(本人口述/官方) - [Justin Welsh Blog - 44K in 18 Weeks](https://justinwelsh.me/blog/03052022) - Network accessline 358
- [Justin Welsh Blog - 44K in 18 Weeks](https://justinwelsh.me/blog/03052022) - Network accessline 359
- [Justin Welsh on X - PAIPS公式](https://x.com/thejustinwelsh/status/1666056673436336128) - Network accessline 360
- [Justin Welsh on X - Tech Stack](https://x.com/thejustinwelsh/status/1720797047463325815) - Network accessline 361
- [Justin Welsh Official Site](https://www.justinwelsh.me/) - Network accessline 362
- [Content OS Course](https://learn.justinwelsh.me/content) - Network accessline 363
- [Nathan Barry Podcast #064 - Sahil专访](https://nathanbarry.com/064-sahil-bloom-unlock-growth-creator/) - Network accessline 364
- [Nathan Barry Podcast #078 - Sahil Flywheel专访](https://nathanbarry.com/078-sahil-bloom-using-flywheels-to-build-longevity-in-the-creator-economy/) - Network accessline 365
- [Creator Science #118 - Sahil专访](https://podcast.creatorscience.com/sahil-bloom/) - Network accessline 366
- [Skio Interview - Sahil](https://skio.com/interviews/sahil-bloom-on-content-strategy-brand-voice-and-audience-growth) - Network accessline 367
- [Maven - Audience Building Course](https://maven.com/blake-burge-and-sahil-bloom/audience-building-4) - Network accessline 369
### 二手来源(分析/总结) - [Growth In Reverse - Sahil](https://growthinreverse.com/sahil-bloom/)(深度案例拆解,高质量) - Network accessline 370
- [Growth In Reverse - Sahil](https://growthinreverse.com/sahil-bloom/)(深度案例拆解,高质量) - Network accessline 371
- [Growth In Reverse - Justin](https://growthinreverse.com/justin-welsh/)(深度案例拆解,高质量) - Network accessline 372
- [Jakob Greenfeld - Sahil Flywheel](https://jakobgreenfeld.com/sahil)(详细飞轮分析) - Network accessline 373
- [Entrepreneur - Sahil $70K/Month](https://www.entrepreneur.com/starting-a-business/how-sahil-bloom-built-a-newsletter-that-makes-70000-a/467228) - Network accessline 374
- [The B2B Creator - SRB Holdings](https://theb2bcreator.com/sahil-bloom/) - Network accessline 375
- [Sell Me Well - Justin Welsh](https://sellmewell.com/sale-legends/justin-welsh-million-dollar-empire/) - Network accessline 376
- [Starter Story - Justin Welsh](https://www.starterstory.com/stories/justin-welsh) - Network accessline 377
- [The Tilt - Justin Tech Stack](https://www.thetilt.com/business-operations/justin-welsh-tech-stack) - Network accessline 378
- [TweetHunter - 12 Lessons](https://tweethunter.io/thread-finder/tibo_maker/12-twitter-growth-lessons-from-sahil-bloom) - Network accessline 380
### 通用行业数据来源 - [Sprout Social - Twitter Algorithm 2026](https://sproutsocial.com/insights/twitter-algorithm/) - Network accessline 381
- [Sprout Social - Twitter Algorithm 2026](https://sproutsocial.com/insights/twitter-algorithm/) - Network accessline 382
- [Social Rails - Twitter Growth Guide](https://socialrails.com/blog/how-to-grow-on-twitter-x-complete-guide) - Network accessline 383
- [WebFX - Twitter Marketing Benchmarks](https://www.webfx.com/blog/social-media/x-twitter-marketing-benchmarks/) - Network accessline 384
- [Tweet Archivist - Posting Guide](https://www.tweetarchivist.com/how-often-to-post-on-twitter-2025) - Network accessline 385
- [Postel - 0 to 500 Guide](https://www.postel.app/blog/How-to-Grow-Your-X-Account-To-500-Followers-in-2025-A-Step-by-Step-Guide) - Network accessline 386
- [Brand24 - Twitter Tips 2026](https://brand24.com/blog/twitter-tips/)
references/research/03-content-brand.md
- Network accessline 16
> 来源(一手):[The One-Person Business Model - Dan Koe](https://thedankoe.com/letters/the-one-person-business-model-how-to-monetize-yourself/) - Network accessline 27
> 来源(一手):[The One-Person Business Model - Dan Koe](https://thedankoe.com/letters/the-one-person-business-model-how-to-monetize-yourself/) - Network accessline 50
> 来源(一手):[How To Create Your Niche Of One - Dan Koe](https://thedankoe.com/letters/how-to-create-your-niche-of-one-become-nicheless/) - Network accessline 51
> 来源(一手):[You don't need a niche, you need a point of view - Dan Koe](https://thedankoe.medium.com/you-dont-need-a-niche-you-need-a-point-of-view-0a22b5e2802b) - Network accessline 64
> 来源(二手,基于Dan Koe方法论的蒸馏):[A distilled knowledge base for building a personal brand - Dan Koe method](https://digital-garden.ontheagilepath.net/a-distilled-knowledge-base-for-building-a-personal-brand-base-on-dan-koes-method) - Network accessline 87
> 来源(一手):[The 2 Hour Writer](https://2hourwriter.com/) - Network accessline 88
> 来源(二手):[Dan Koe's 2-Hour Writer summary](https://ilyaas.substack.com/p/dan-koes-2-hour-writer) - Network accessline 112
> 来源(一手):[Dan Koe Twitter](https://x.com/thedankoe) - Network accessline 113
> 来源(二手):[Dan Koe's Newsletter Repurposing Content System](https://mikeromaine.com/dan-koes-newsletter-repurposing-content-system/) - Network accessline 137
> 来源(一手):[The Best Way To Grow On Social Media - Dan Koe](https://thedankoe.com/letters/the-best-way-to-grow-on-social-media-from-zero-followers-experience/) - Network accessline 138
> 来源(一手):[How To Actually Grow On Social Media - Dan Koe](https://thedankoe.com/letters/how-to-actually-grow-on-social-media-what-they-dont-tell-you/) - Network accessline 158
> 来源(一手):[Alex Hormozi on X - "Giveaway the secrets, sell the implementation"](https://x.com/AlexHormozi/status/1529553072136998914) - Network accessline 159
> 来源(二手):[Content Repurposing Strategy: 180k to 1.2M Followers - Copyblogger](https://copyblogger.com/content-repurposing/) - Network accessline 187
> 来源(二手,基于Hormozi策略的系统分析):[Alex Hormozi's Content Strategy: Hook, Retain, and Reward Explained](https://itsmostly.com/blog/alex-hormozis-content-strategy-hook-retain-and-reward-explained) - Network accessline 206
> 来源(二手):[How to Use Alex Hormozi's Value Equation to Write Viral Hooks](https://davidschwertfeger.com/newsletter/alex-hormozis-value-equation-to-write-viral-hooks/) - Network accessline 223
> 来源(一手,书籍):Alex Hormozi, *$100M Offers* > 来源(二手):[Alex Hormozi's MAGIC Headline Copywriting Formula - Breakthrough Marketing Secrets](https://www.breakthroughmarketingsecrets.com/blog/alex-hormozis-magic-headline-copywriting-formula-from-t - Network accessline 224
> 来源(二手):[Alex Hormozi's MAGIC Headline Copywriting Formula - Breakthrough Marketing Secrets](https://www.breakthroughmarketingsecrets.com/blog/alex-hormozis-magic-headline-copywriting-formula-from-the-100m-offers-book/) - Network accessline 237
> 来源(二手):[How I Write Hooks That Actually Work - Alex Hormozi's Proven Method](https://solopreneurcode.substack.com/p/how-i-write-hooks-that-actually-work) - Network accessline 254
> 来源(一手):[Alex Hormozi X Profile](https://x.com/AlexHormozi) - Network accessline 255
> 来源(二手):[Who's Alex Hormozi? - Favikon](https://www.favikon.com/blog/whos-alex-hormozi) - Network accessline 284
> 来源(二手):[Content Repurposing Strategy: 180k to 1.2M Followers - Copyblogger](https://copyblogger.com/content-repurposing/) - Network accessline 285
> 来源(二手):[Repurpose Your Content Like Alex Hormozi - Indie Hackers](https://www.indiehackers.com/post/repurpose-your-content-like-alex-hormozi-bbf0983dd1) - Network accessline 366
1. [The One-Person Business Model - Dan Koe](https://thedankoe.com/letters/the-one-person-business-model-how-to-monetize-yourself/) - Network accessline 367
2. [The One-Person Business Revisited - Dan Koe](https://thedankoe.com/letters/the-one-person-business-revisited-turn-yourself-into-a-business/) - Network accessline 368
3. [How To Create Your Niche Of One - Dan Koe](https://thedankoe.com/letters/how-to-create-your-niche-of-one-become-nicheless/) - Network accessline 369
4. [You don't need a niche, you need a point of view - Dan Koe](https://thedankoe.medium.com/you-dont-need-a-niche-you-need-a-point-of-view-0a22b5e2802b) - Network accessline 370
5. [Value Creation: The Skill That Built My One-Person Business - Dan Koe](https://thedankoe.com/letters/value-creation-the-skill-that-built-my-one-person-business/) - Network accessline 371
6. [The Best Way To Grow On Social Media - Dan Koe](https://thedankoe.com/letters/the-best-way-to-grow-on-social-media-from-zero-followers-experience/) - Network accessline 372
7. [How To Actually Grow On Social Media - Dan Koe](https://thedankoe.com/letters/how-to-actually-grow-on-social-media-what-they-dont-tell-you/) - Network accessline 373
8. [How To Write Authentic Content - Dan Koe](https://thedankoe.com/letters/dont-get-replaced-by-ai-how-to-write-authentic-content/) - Network accessline 374
9. [How Smart Creators Will Build An Audience In 2025 - Dan Koe](https://thedankoe.com/letters/the-future-of-creators-how-to-build-an-audience-in-2025/) - Network accessline 375
10. [The 2 Hour Writer - Dan Koe](https://2hourwriter.com/) - Network accessline 376
11. [Dan Koe Twitter - "How to never run out of content ideas"](https://x.com/thedankoe/status/1531624693840617473) - Network accessline 377
12. [Alex Hormozi on X - "Giveaway the secrets, sell the implementation"](https://x.com/AlexHormozi/status/1529553072136998914) - Network accessline 383
15. [Alex Hormozi's Content Strategy: Hook, Retain, and Reward Explained - ItsMostly](https://itsmostly.com/blog/alex-hormozis-content-strategy-hook-retain-and-reward-explained) - Network accessline 384
16. [How to Use Alex Hormozi's Value Equation to Write Viral Hooks - David Schwertfeger](https://davidschwertfeger.com/newsletter/alex-hormozis-value-equation-to-write-viral-hooks/) - Network accessline 385
17. [Alex Hormozi's MAGIC Headline Formula - Breakthrough Marketing Secrets](https://www.breakthroughmarketingsecrets.com/blog/alex-hormozis-magic-headline-copywriting-formula-from-the-100m-offers-book/) - Network accessline 386
18. [Content Repurposing Strategy: 180k to 1.2M Followers - Copyblogger](https://copyblogger.com/content-repurposing/) - Network accessline 387
19. [How Alex Hormozi Posts 250+ Times A Week - AI Maker](https://aimaker.substack.com/p/alex-hormozi-ai-content-repurposing-system-turn-one-idea-into-social-posts) - Network accessline 388
20. [A distilled knowledge base for personal brand - Dan Koe method](https://digital-garden.ontheagilepath.net/a-distilled-knowledge-base-for-building-a-personal-brand-base-on-dan-koes-method) - Network accessline 389
21. [Dan Koe's Newsletter Repurposing Content System - Mike Romaine](https://mikeromaine.com/dan-koes-newsletter-repurposing-content-system/) - Network accessline 390
22. [The Dan Koe Empire: A Strategic Deconstruction - Medium](https://medium.com/@terrysweetser_90287/the-dan-koe-empire-a-strategic-deconstruction-32b95e797831) - Network accessline 391
23. [How I Write Hooks That Actually Work - Solopreneur Code](https://solopreneurcode.substack.com/p/how-i-write-hooks-that-actually-work) - Network accessline 392
24. [Dan Koe's 2-Hour Writer summary - Substack](https://ilyaas.substack.com/p/dan-koes-2-hour-writer) - Network accessline 393
25. [Dan Koe Review (2026) - Mark's Insights](https://marksinsights.com/dan-koe-review/) - Network accessline 394
26. [Who's Alex Hormozi? - Favikon](https://www.favikon.com/blog/whos-alex-hormozi) - Network accessline 395
27. [Repurpose Your Content Like Alex Hormozi - Indie Hackers](https://www.indiehackers.com/post/repurpose-your-content-like-alex-hormozi-bbf0983dd1) - Network accessline 396
28. [Alex Hormozi's Content Strategy Explained - Coach Jessica Campos](https://www.coachjessicacampos.com/alex-hormozi-brand-strategy/) - Network accessline 397
29. [Building a Personal Brand on Twitter: Strategies for 2025 - TwitterX](https://twitterx.business.blog/2025/10/30/building-a-personal-brand-on-twitter/) - Network accessline 398
30. [The Blueprint to Building Your Personal Brand on Twitter - Founder Brands](https://www.founderbrands.io/the-blueprint-to-building-your-personal-brand-on-twitter)
references/research/04-platform-mechanics.md
- Network accessline 23
- 来源:[GitHub - xai-org/x-algorithm](https://github.com/xai-org/x-algorithm) | [GitHub - twitter/the-algorithm](https://github.com/twitter/the-algorithm) - Network accessline 41
- 来源:[Elon Musk推文](https://x.com/elonmusk/status/1969081066578149547) | [@XEng推文](https://x.com/XEng/status/2013471689087086804) | [TechCrunch报道](https://techcrunch.com/2026/01/20/x-open-sources-its-algorithm-while-facing-a-transparency-fin - Network accessline 54
- 来源:[xai-org/x-algorithm README](https://github.com/xai-org/x-algorithm/blob/main/README.md) | [Phoenix README](https://github.com/xai-org/x-algorithm/blob/main/phoenix/README.md) | [DeepWiki分析](https://deepwiki.com/xai-org/x-algorithm) - Network accessline 62
- 2025年9月Musk宣布该功能 - 2026年1月开源版中包含promptable feeds接口 - 来源:[WebProNews](https://www.webpronews.com/xs-promptable-algorithm-musks-bid-to-hand-users-the-feed-controls/) | [Social Media Today](https://www.socialmediatoday.com/news/x-formerly-tw - Network accessline 64
- 来源:[WebProNews](https://www.webpronews.com/xs-promptable-algorithm-musks-bid-to-hand-users-the-feed-controls/) | [Social Media Today](https://www.socialmediatoday.com/news/x-formerly-twitter-moving-to-personalized-ai-powered-algorithm/760 - Network accessline 95
- 来源:[Social Media Today](https://www.socialmediatoday.com/news/x-formerly-twitter-open-source-algorithm-ranking-factors/759702/) | [posteverywhere.ai源码分析](https://posteverywhere.ai/blog/how-the-x-twitter-algorithm-works) | [Typefully分析](ht - Network accessline 114
- 来源:[posteverywhere.ai](https://posteverywhere.ai/blog/how-the-x-twitter-algorithm-works) | [Tweet Archivist](https://www.tweetarchivist.com/how-twitter-algorithm-works-2025) - Network accessline 144
- 来源:[Circleboom](https://blog-content.circleboom.com/does-x-premium-boost-algorithm/) | [posteverywhere.ai](https://posteverywhere.ai/blog/how-the-x-twitter-algorithm-works) | [Buffer数据](https://buffer.com/resources/data-best-content-forma - Network accessline 177
- 来源:[Circleboom TweepCred分析](https://circleboom.com/blog/tweepcred-what-it-is-why-it-matters-and-how-to-increase-your-score-on-x-twitter/) | [Radaar](https://www.radaar.io/resources-121/blog-388/are-you-ready-to-discover-the-hidden-x-algor - Network accessline 210
- 来源:[Buffer](https://buffer.com/resources/data-best-content-format-social-media/) | [Sprout Social](https://sproutsocial.com/insights/twitter-algorithm/) | [SocialBee](https://socialbee.com/blog/twitter-algorithm/) - Network accessline 248
- 来源:[Buffer](https://buffer.com/resources/best-time-to-post-on-twitter-x/) | [Sprout Social](https://sproutsocial.com/insights/best-times-to-post-on-twitter/) | [SocialPilot](https://www.socialpilot.co/insights/best-time-to-post-on-twitter - Network accessline 280
- 在线工具:[shadowban.yuzurisa.com](https://shadowban.yuzurisa.com/) 输入用户名即可检测4种限制 - Network accessline 294
- 来源:[Pixelscan指南](https://pixelscan.net/blog/twitter-shadowban-2025-guide/) | [Tweet Archivist](https://www.tweetarchivist.com/twitter-shadowban-complete-guide-2025) | [Multilogin](https://multilogin.com/blog/twitter-shadow-bans/) - Network accessline 319
- 来源:[WebFX](https://www.webfx.com/blog/social-media/x-twitter-marketing-benchmarks/) | [Avenue Z](https://avenuez.com/blog/2025-2026-x-twitter-organic-social-media-guide-for-brands/) - Network accessline 351
- 来源:[华盛顿大学研究](https://www.washington.edu/news/2025/09/18/community-notes-x-false-information-viral/) | [Wikipedia - Community Notes](https://en.wikipedia.org/wiki/Community_Notes) - Network accessline 391
### 官方/一手来源 - [xai-org/x-algorithm GitHub](https://github.com/xai-org/x-algorithm) — 2026年1月开源的Grok版算法 - Network accessline 392
- [xai-org/x-algorithm GitHub](https://github.com/xai-org/x-algorithm) — 2026年1月开源的Grok版算法 - Network accessline 393
- [twitter/the-algorithm GitHub](https://github.com/twitter/the-algorithm) — 2023年首次开源版本 - Network accessline 394
- [Elon Musk推文(2025.09)](https://x.com/elonmusk/status/1969081066578149547) — 宣布算法将纯AI化 - Network accessline 395
- [@XEng推文(2026.01)](https://x.com/XEng/status/2013471689087086804) — 宣布开源新算法 - Network accessline 397
### 权威媒体报道 - [TechCrunch: X open sources its algorithm](https://techcrunch.com/2026/01/20/x-open-sources-its-algorithm-while-facing-a-transparency-fine-and-grok-controversies/) - Network accessline 398
- [TechCrunch: X open sources its algorithm](https://techcrunch.com/2026/01/20/x-open-sources-its-algorithm-while-facing-a-transparency-fine-and-grok-controversies/) - Network accessline 399
- [Social Media Today: Key ranking factors](https://www.socialmediatoday.com/news/x-formerly-twitter-open-source-algorithm-ranking-factors/759702/) - Network accessline 400
- [Social Media Today: Grok algorithm shift](https://www.socialmediatoday.com/news/x-formerly-twitter-switching-to-fully-ai-powered-grok-algorithm/803174/) - Network accessline 402
### 数据分析 - [Buffer: Best content format 2026(4500万+帖分析)](https://buffer.com/resources/data-best-content-format-social-media/) - Network accessline 403
- [Buffer: Best content format 2026(4500万+帖分析)](https://buffer.com/resources/data-best-content-format-social-media/) - Network accessline 404
- [Buffer: Best time to post(100万帖分析)](https://buffer.com/resources/best-time-to-post-on-twitter-x/) - Network accessline 405
- [Sprout Social: Twitter algorithm 2026](https://sproutsocial.com/insights/twitter-algorithm/) - Network accessline 406
- [华盛顿大学: Community Notes研究](https://www.washington.edu/news/2025/09/18/community-notes-x-false-information-viral/) - Network accessline 408
### 社区深度分析 - [posteverywhere.ai: 源码解读](https://posteverywhere.ai/blog/how-the-x-twitter-algorithm-works) - Network accessline 409
- [posteverywhere.ai: 源码解读](https://posteverywhere.ai/blog/how-the-x-twitter-algorithm-works) - Network accessline 410
- [Typefully: 算法更新分析](https://typefully.com/blog/x-algorithm-open-source) - Network accessline 411
- [Circleboom: TweepCred深度解读](https://circleboom.com/blog/tweepcred-what-it-is-why-it-matters-and-how-to-increase-your-score-on-x-twitter/) - Network accessline 412
- [nibzard: Rust+Python架构分析](https://nibzard.github.io/twitter-algorithm-tufte/) - Network accessline 413
- [ByteByteGo: 算法架构图解](https://blog.bytebytego.com/p/the-algorithm-that-powers-your-x) - Network accessline 414
- [Pixelscan: Shadowban指南](https://pixelscan.net/blog/twitter-shadowban-2025-guide/) - Network accessline 415
- [DeepWiki: x-algorithm仓库分析](https://deepwiki.com/xai-org/x-algorithm)
references/research/05-ai-tech-niche.md
- Network accessline 22
> 来源:一手观察(X账号主页) + [Amperly: 31 Best AI Twitter Accounts 2026](https://amperly.com/best-artificial-intelligence-twitter-accounts/) + [X帖子: Future Stacked AI账号推荐](https://x.com/FutureStacked/status/2018353141465440693) - Network accessline 41
> 来源:[FastSaaS: How Pieter Levels Built a $3M/Year Business](https://www.fast-saas.com/blog/pieter-levels-success-story/) + [X: @levelsio PhotoAI $10K MRR](https://x.com/levelsio/status/1631715500010135552) + [X: @levelsio PhotoAI $150K/mo] - Network accessline 57
> 来源:[swyx.io: Learn in Public](https://www.swyx.io/learn-in-public) + [swyx.io: Pick Up What They Put Down](https://www.swyx.io/puwtpd) + [swyx.io: How to Thought Lead (2026)](https://www.swyx.io/lead) - Network accessline 69
> 来源:[X: @karpathy](https://x.com/karpathy) + [karpathy.ai](https://karpathy.ai/) + [Karpathy个人AI知识库三文件夹方法](https://www.digitaltoday.co.kr/en/view/45521/karpathy-reveals-personal-ai-knowledge-base-built-with-three-folders) - Network accessline 80
> 来源:[OpenClawAI Blog: Vibe Coding Is a Slur](https://openclawai.io/blog/openclaw-creator-advice-playful-building/) + [X: @steipete joining OpenAI](https://x.com/steipete/status/2023154018714100102) - Network accessline 123
> 来源:[PostEverywhere: How X Algorithm Works 2026](https://posteverywhere.ai/blog/how-the-x-twitter-algorithm-works) + [Teract: Twitter Algorithm 2026 Deep Dive](https://www.teract.ai/resources/twitter-algorithm-2026) + [Sprout Social: Twitt - Network accessline 155
> 来源:[FutureSocial: How OpenAI Used Twitter Replies to Create Launch Content](https://futuresocial.beehiiv.com/p/openai-used-twitter-replies-create-launch-content) + 一手观察 - Network accessline 159
**分享什么**: - MRR里程碑 + Stripe截图(用 [BrandBird MRR Meter](https://www.brandbird.app/tools/twitter-mrr-meter) 生成标准化图片) - Network accessline 160
- MRR里程碑 + Stripe截图(用 [BrandBird MRR Meter](https://www.brandbird.app/tools/twitter-mrr-meter) 生成标准化图片) - Network accessline 183
> 来源:[OpenTweet: Build in Public Guide](https://opentweet.io/blog/build-in-public-twitter-guide-saas-founders) + [Teract: Twitter Strategy for Indie Hackers 2026](https://www.teract.ai/resources/twitter-strategy-indie-hackers-2026) + [Audio - Network accessline 207
> 来源:[AI Free Forever: 15 Best Viral Threads 2026](https://aifreeforever.com/blog/15-best-twitter-thread-examples-that-went-viral) + [Teract: Twitter Algorithm 2026](https://www.teract.ai/resources/twitter-algorithm-2026) - Network accessline 227
- **[Snappify](https://snappify.com/)**:创建精美代码展示图,可添加头像和用户名 - Network accessline 228
- **[Pika](https://pika.style/templates/code-image)**:生成代码截图,支持多种主题 - Network accessline 229
- **[Codeshot](https://codeshotapp.com/)**:选择主题、导出Twitter尺寸 - Network accessline 244
> 来源:[ScriptStorm: Twitter Video Best Practices](https://scriptstorm.ai/blog/twitter-video-best-practices-length-format-engagement) + [Snappify](https://snappify.com/) + [Codeshotapp](https://codeshotapp.com/posts/how-to-share-code-on-twitt - Network accessline 273
> 来源:[Indie Hackers: Exa Twitter Wrapped](https://www.indiehackers.com/post/tech/exa-an-ai-powered-search-engine-gains-1-7m-users-with-viral-twitter-wrapped-vUAEDrWM4ELz5UHcbyjG) + [DEV: Promoted Open Source Repo to 6K Stars](https://dev.to - Network accessline 300
> 来源:[Han Xiao Bio](https://hanxiao.io/about/) + [AI Berlin: Interview Han Xiao](https://ai-berlin.com/blog/article/interview-with-dr-han-xiao-ceo-and-co-founder-of-jina-ai) + [Nature: How China Created DeepSeek](https://www.nature.com/arti
references/research/06-cases-antipatterns.md
- Network accessline 22
- 不是专家出身:投入100+小时/周学习AI,边学边教 - **关键转折**:ChatGPT发布时恰好在密集输出AI内容,完美踩中时间窗口 - **来源**:[Creator Spotlight](https://www.creatorspotlight.com/p/the-rundown)、[rowancheung.com](https://rowancheung.com/) - Network accessline 24
- **来源**:[Creator Spotlight](https://www.creatorspotlight.com/p/the-rundown)、[rowancheung.com](https://rowancheung.com/) - Network accessline 37
7. 流程稳定后才引入工具 - **发布频率**:每天2条推文 + 每周1条thread - **来源**:[Justin Welsh Newsletter](https://www.justinwelsh.me/newsletter/how-i-added-44-716-twitter-followers-in-18-weeks)、[Eightify](https://eightify.app/summary/social-media-and-technology/unlo - Network accessline 39
- **来源**:[Justin Welsh Newsletter](https://www.justinwelsh.me/newsletter/how-i-added-44-716-twitter-followers-in-18-weeks)、[Eightify](https://eightify.app/summary/social-media-and-technology/unlocking-success-on-twitter-learn-from-justin-we - Network accessline 45
- **背景**:该社区从3万增长到18万+成员,高质量内容在低质量环境中极为突出 - **启示**:新号前期将所有精力聚焦在一个活跃社区,比广撒网有效得多 - **来源**:[SocialRails](https://socialrails.com/blog/how-to-grow-on-twitter-x-complete-guide) - Network accessline 47
- **来源**:[SocialRails](https://socialrails.com/blog/how-to-grow-on-twitter-x-complete-guide) - Network accessline 56
- 每个工具有具体说明而非简单罗列(真正的精选 vs 懒惰的聚合) - 大量书签收藏 → 触发算法放大 - **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-to-go-viral-on-twitter-2025) - Network accessline 58
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-to-go-viral-on-twitter-2025) - Network accessline 62
- **内容**:个人真实故事,讲述失去大客户后如何转型商业模式 - **爆火原因**:脆弱性 + 叙事张力 + 可迁移的教训 - **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-to-go-viral-on-twitter-2025) - Network accessline 64
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-to-go-viral-on-twitter-2025) - Network accessline 72
- 支持者和反对者都在激烈讨论 → 评论区辩论推动二次分发 - **关键洞察**:争议性观点只要论证扎实,正反方辩论会创造算法最爱的互动模式 - **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-to-go-viral-on-twitter-2025) - Network accessline 74
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-to-go-viral-on-twitter-2025) - Network accessline 78
- **内容**:精选其他人的优质thread - **爆火原因**:极致实用性 + 全面性 + 社交证明(被选中的人也会转发) - **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-to-go-viral-on-twitter-2025) - Network accessline 80
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-to-go-viral-on-twitter-2025) - Network accessline 89
- 一致性比追逐爆款重要 - 百条推文里爆一条是常态 - **来源**:[Buffer](https://buffer.com/resources/viral-on-x-twitter/) - Network accessline 91
- **来源**:[Buffer](https://buffer.com/resources/viral-on-x-twitter/) - Network accessline 98
- **数据**:前55,000订阅全部来自Twitter有机流量 - **当前**:newsletter已达200万+订阅,从Twitter起步扩展到独立品牌 - **来源**:[Creator Spotlight](https://www.creatorspotlight.com/p/the-rundown) - Network accessline 100
- **来源**:[Creator Spotlight](https://www.creatorspotlight.com/p/the-rundown) - Network accessline 105
- **数据**:TikTok爆款视频可拆解为2-3条tweets发X;一条核心内容可分发5+平台 - **2026趋势**:「到处都在」的策略已过时——先专精一个平台 + 一种格式 + 一个发布频率,稳定后再跨平台 - **来源**:[SocialRails](https://socialrails.com/blog/how-to-grow-on-twitter-x-complete-guide)、[Newzenler](https://www.newzenler.com/ - Network accessline 107
- **来源**:[SocialRails](https://socialrails.com/blog/how-to-grow-on-twitter-x-complete-guide)、[Newzenler](https://www.newzenler.com/blog/social-media-strategy-creators-2026) - Network accessline 121
- 2025年FTC和欧盟联合公告:假互动最高罚款$50,000/次 - **真实代价**:即使过了分析关,也交不出品牌要求的互动率和转化率——这等于影响者欺诈 - **来源**:[FollowerAudit](https://www.followeraudit.com/blog/buying-fake-followers/)、[LawInc](https://www.lawinc.com/ftc-review-rule-fake-followers-reviews-lega - Network accessline 123
- **来源**:[FollowerAudit](https://www.followeraudit.com/blog/buying-fake-followers/)、[LawInc](https://www.lawinc.com/ftc-review-rule-fake-followers-reviews-legal-consequences)、[InfluenConnect](https://www.influenconnect.com/post/detect-fake- - Network accessline 128
- **后果**:X的系统在24-48小时内就能检测这个模式 - **惩罚**:大规模取关可触发3个月的shadowban,内容可见度断崖式下降 - **来源**:[Tweet Archivist](https://www.tweetarchivist.com/twitter-shadowban-complete-guide-2025) - Network accessline 130
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/twitter-shadowban-complete-guide-2025) - Network accessline 135
- **恢复**:调整为80/20策略后,互动率上升41%,8周内恢复全部掉粉并额外增长5,000 - **法则**:80%价值内容 + 20%推广内容 - **来源**:[Unfollr](https://www.unfollr.com/blog/why-did-i-lose-followers-on-twitter) - Network accessline 137
- **来源**:[Unfollr](https://www.unfollr.com/blog/why-did-i-lose-followers-on-twitter) - Network accessline 142
- **数据**:非Premium账号发外部链接的中位互动为零;Premium账号约0.25-0.3% - **原因**:平台希望用户留在X内,不跳转到外部 - **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-twitter-algorithm-works-2025)、[PostEverywhere](https://posteverywhere.ai/blog/how-the-x-twitter-alg - Network accessline 144
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-twitter-algorithm-works-2025)、[PostEverywhere](https://posteverywhere.ai/blog/how-the-x-twitter-algorithm-works) - Network accessline 149
- **机制**:reply-to-reply interaction(回复的回复)权重75x,远超普通互动 - **结论**:一条真正的对话链比几百个赞更有价值 - **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-twitter-algorithm-works-2025) - Network accessline 151
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-twitter-algorithm-works-2025) - Network accessline 156
- **常见原因**:追求数量而忽视质量、缺乏新鲜视角、重复相同话题 - **数据**:34%的用户会因品牌发布过于频繁而取关 - **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-often-to-post-on-twitter-2025) - Network accessline 158
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-often-to-post-on-twitter-2025) - Network accessline 166
- 品牌方为虚假数据买单 - 算法逐渐识别非自然互动模式 - **来源**:[InfluenConnect](https://www.influenconnect.com/post/detect-fake-followers-engagement-pods) - Network accessline 168
- **来源**:[InfluenConnect](https://www.influenconnect.com/post/detect-fake-followers-engagement-pods) - Network accessline 175
- 每小时超过30次回复 - **其他触发条件**:相同链接/标签反复发送、复制粘贴内容、可疑登录模式(多IP、VPN) - **来源**:[Tweet Archivist](https://www.tweetarchivist.com/twitter-shadowban-complete-guide-2025) - Network accessline 177
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/twitter-shadowban-complete-guide-2025) - Network accessline 181
- **问题**:算法奖励一致性,断断续续的发布模式被视为低质量信号 - **数据**:品牌和创作者的中位发布频率从2021年的每周5条降至2024年的每周2条 - **来源**:[Metricool](https://metricool.com/twitter-study/) - Network accessline 183
- **来源**:[Metricool](https://metricool.com/twitter-study/) - Network accessline 187
- **2025年10月重大变化**:Grok取代传统推荐系统,监控每条推文的语气——正面/建设性内容获更广分发,负面/攻击性内容即使互动高也被限制 - **启示**:不跟踪算法更新的账号会莫名其妙地失去曝光 - **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-twitter-algorithm-works-2025) - Network accessline 189
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-twitter-algorithm-works-2025) - Network accessline 197
- **用户流失**:部分用户迁移至Threads、Bluesky、LinkedIn - **影响力营销下降**:X上的影响力营销仅占所有影响力营销的10%,品牌转向Instagram/YouTube/TikTok - **来源**:[Metricool](https://metricool.com/twitter-study/)、[Enrich Labs](https://www.enrichlabs.ai/blog/twitter-x-benchmarks-2025) - Network accessline 199
- **来源**:[Metricool](https://metricool.com/twitter-study/)、[Enrich Labs](https://www.enrichlabs.ai/blog/twitter-x-benchmarks-2025) - Network accessline 205
- **不参与社区**:只发不评、只推不对话 - **期望错位**:期望30天见效,实际3-6个月持续投入才能到10K - **来源**:[SocialRails](https://socialrails.com/blog/how-to-grow-on-twitter-x-complete-guide)、[Postel](https://www.postel.app/blog/How-to-Grow-on-X-Twitter-in-2025-Insights-from-Ana - Network accessline 207
- **来源**:[SocialRails](https://socialrails.com/blog/how-to-grow-on-twitter-x-complete-guide)、[Postel](https://www.postel.app/blog/How-to-Grow-on-X-Twitter-in-2025-Insights-from-Analyzing-Thousands-of-Successful-X-Accounts) - Network accessline 235
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/twitter-shadowban-complete-guide-2025)、[Circleboom](https://blog-content.circleboom.com/the-hidden-x-algorithm-tweepcred-shadow-hierarchy-dwell-time-and-the-real-rules-of-visibility/ - Network accessline 253
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-often-to-post-on-twitter-2025)、[Hootsuite](https://blog.hootsuite.com/how-often-to-post-on-social-media/) - Network accessline 265
- **来源**:[SocialBee](https://socialbee.com/blog/twitter-algorithm/)、[Tweet Archivist](https://www.tweetarchivist.com/how-twitter-algorithm-works-2025) - Network accessline 277
- **来源**:[Typefully](https://typefully.com/blog/twitter-business-account-vs-personal-account)、[SocialRails](https://socialrails.com/blog/how-to-grow-on-twitter-x-complete-guide) - Network accessline 290
- **来源**:[Blue Gift Digital](https://bluegiftdigital.com/how-to-use-twitter-x-multi-language-2/)、[VeraContent](https://veracontent.com/mix/multilingual-social-media-tips-that-really-work/) - Network accessline 332
- **来源**:[Tweet Archivist](https://www.tweetarchivist.com/how-twitter-algorithm-works-2025)、[Circleboom](https://blog-content.circleboom.com/the-hidden-x-algorithm-tweepcred-shadow-hierarchy-dwell-time-and-the-real-rules-of-visibility/)、[Po - Network accessline 349
- **来源**:[BuzzVoice](https://buzzvoice.com/blog/how-much-does-twitter-pay/)、[Quasa](https://quasa.io/media/x-declares-2026-the-year-of-the-creator-revamped-monetization-and-ongoing-experiments)、[Influencer Marketing Hub](https://influencerm
references/tibo_core_principles.md
- Network accessline 3
来源:https://x.com/tibo_maker/status/2109214987038216210
How the signals fit together
Facts from a static read of the files at the pinned commit. They describe what the code does, not why.
Some files could not be read; the facts below still hold.
Signal confidence: 1 fact
- Network access in code of documentationREADME.md:89Low confidence
Works with
| Agent | Status | Evidence | Install to |
|---|---|---|---|
| Claude Code | Compatible | Standard SKILL.md SKILL.md | .claude/skills/<skill-name>/ |
| Codex | Compatible | Standard SKILL.md SKILL.md | .agents/skills/<skill-name>/ |
| Cursor | Compatible | Standard SKILL.md SKILL.md | .cursor/skills/<skill-name>/ |
| Gemini CLI | Compatible | Standard SKILL.md SKILL.md | .gemini/skills/<skill-name>/ |
| GitHub Copilot | Compatible | Standard SKILL.md SKILL.md | .github/skills/<skill-name>/ |
| OpenCode | Compatible | Standard SKILL.md SKILL.md | .opencode/skills/<skill-name>/ |
- Native The repository ships a manifest, folder or frontmatter field for this agent.
- Compatible A standard SKILL.md that this agent can read.
- Unknown No evidence either way.
Derived automatically from paths, manifests and frontmatter. Not tested on each agent.
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