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afar1/fieldtheory-cli
默认分支 main · commit 583f1b71 · 扫描时间 2026/5/11 23:53:41
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行动计划告诉你下一步要做什么——按影响力排序、可直接复制粘贴的修改。品类可见性是真正的 GEO 测试:当用户向 AI 提一个不带品牌、本应让 afar1/fieldtheory-cli 浮出水面的问题时,AI 是真的推荐了你,还是推荐了你的竞品?客观检查验证 AI 引擎最先权衡的那些元数据信号。自指检查判断 AI 是否还认识你的名字。
行动计划 — 可复制粘贴的修复
3 条由 gemini-2.5-flash 生成、按优先级排序的修改。修完后请把对应条目标记为完成。
- highreadme#1Reposition the README's opening sentence and H1 to explicitly state the project's domain and type
原因:
当前# Field Theory CLI Sync and store locally all of your X/Twitter bookmarks. Search, classify, and make them available to Claude Code, Codex, or any agent with shell access.
复制粘贴的修复# Field Theory CLI: Your Local X/Twitter Bookmark Manager The `fieldtheory-cli` is a free and open-source command-line interface (CLI) for Mac that allows you to sync, locally store, search, and manage all of your X/Twitter bookmarks. Make your saved tweets available to AI agents like Claude Code or Codex, or any shell-accessible tool.
- hightopics#2Add relevant topics to the repository
原因:
复制粘贴的修复twitter, x-twitter, bookmarks, cli, command-line, social-media, archiving, data-management, macos, nodejs, ai-agents, local-storage
- mediumreadme#3Add a dedicated section in the README to highlight the 'AI agent access' use case
原因:
复制粘贴的修复## Why Field Theory CLI? Field Theory CLI is designed for users who want full control over their X/Twitter bookmarks and to leverage them with modern tools. Key benefits include: * **Local Ownership:** Your bookmarks, your data. Stored securely on your machine, not in the cloud. * **AI Agent Integration:** Seamlessly feed your curated X/Twitter content into AI agents like Claude Code, Codex, or any custom script via shell access for analysis, summarization, or content generation. * **Advanced Search:** Go beyond X's native search with powerful local querying capabilities. * **Privacy-Focused:** Free, open-source, and designed to keep your data private and under your control.
本次扫描解析到的品类 GEO 通道:google/gemini-2.5-flash, deepseek/deepseek-v4-flash
品类可见性 — 真正的 GEO 测试
向 google/gemini-2.5-flash 提出的不带品牌问题。AI 推荐了你,还是推荐了别人?
各模型使用同一组问题 — 切换标签对比回答与排名。
- Twint · 被推荐 1 次
- t (the Twitter CLI client) · 被推荐 1 次
- Playwright · 被推荐 1 次
- Puppeteer · 被推荐 1 次
- SQLite · 被推荐 1 次
- 品类问题How can I locally store, search, and manage my X/Twitter bookmarks using a CLI?你:未被推荐AI 推荐顺序:
- Twint
- t (the Twitter CLI client)
- Playwright
- Puppeteer
- SQLite
- snscrape
- twitter-api-v2
- JSON Lines
- CSV
- sqlite3 CLI
- jq
- grep
- awk
- sed
AI 推荐了 14 个替代方案,却始终没点名 afar1/fieldtheory-cli。这就是要补上的差距。
查看 AI 完整回答
- 品类问题What command-line tool helps archive social media posts for AI agent access on Mac?你:未被推荐AI 推荐顺序:
- yt-dlp (yt-dlp/yt-dlp)
- ArchiveBox (ArchiveBox/ArchiveBox)
- snscrape (JustAnotherArchivist/snscrape)
- Twint (twintproject/twint)
- wget
- curl
AI 推荐了 6 个替代方案,却始终没点名 afar1/fieldtheory-cli。这就是要补上的差距。
查看 AI 完整回答
客观检查
针对 AI 引擎最看重的元数据信号的规则审计。
- Metadata completenesswarn
建议:
- README presencepass
自指检查
当被直接问到你时,AI 是否还知道你的仓库存在?
- Compared to common alternatives in this category, what is the core differentiator of afar1/fieldtheory-cli?passAI 明确点名了 afar1/fieldtheory-cli
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- If a team adopts afar1/fieldtheory-cli in production, what risks or prerequisites should they evaluate first?passAI 明确点名了 afar1/fieldtheory-cli
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
- In one sentence, what problem does the repo afar1/fieldtheory-cli solve, and who is the primary audience?passAI 明确点名了 afar1/fieldtheory-cli
AI 的回答可能信誓旦旦却是错的。请按事实核对:技术栈、目标人群、差异化点是不是和你实际的对得上?
嵌入你的 GEO 徽章
把这个徽章贴进 afar1/fieldtheory-cli 的 README。每次重新扫描都会自动更新,并跳到最新报告——是「我在乎 AI 可发现性」最简单的公开证明。
[](https://repogeo.com/zh/r/afar1/fieldtheory-cli)<a href="https://repogeo.com/zh/r/afar1/fieldtheory-cli"><img src="https://repogeo.com/badge/afar1/fieldtheory-cli.svg" alt="RepoGEO" /></a>订阅 Pro,解锁深度诊断
afar1/fieldtheory-cli — 轻量扫描仍免费;本卡列出 Pro 相对轻量的深度额度。
- 深度报告每月 10 次
- 无品牌品类查询5,轻量 2
- 优先行动项8,轻量 3