I went down a rabbit hole this morning reading the Juejin 2025 AI tool roundups next to the Juejin GitHub trending monthly lists, and the thing that finally crystallized for me is that the late-2025 roundup format has quietly forked into three incompatible ranking currencies — the five-axis decimal scorecard that the December coding ranking printed, the 元 per month price column that the 2025 年度盘点 piece anchored on, and the star-velocity monthly count that the October and August and May GitHub trending lists sorted by — and no post uses more than one, and the engineer trying to assemble a stack has to convert between the three currencies themselves to discover the recommendations contradict each other. I want to put it down before the three-currency split hardens into the default state of the roundup format.
The piece that pushed me over the edge was noticing the May GitHub trending list landing at the same time as the late-2025 picking roundups, and the two reading experiences produced two entirely different rankings. The May list led with WeClone and MoneyPrinterTurbo and Void and Suna and LTX-Video and mem0 and FlowGram.AI and Ladybird, the October list led with prompt-eng-interactive-tutorial and Agent-S and claude-cookbooks and nanoGPT and supermemory and TradingAgents-CN, and not one of those names showed up in the 选型横评 verdict. To be fair the GitHub lists explicitly sort by monthly star velocity and the picking roundups explicitly sort by 五轴 capability scores, and I am taking the star counts with a grain of salt, but the structural standoff is what has been rattling around in my head all morning. The same week produced a 选一个开始用 verdict that named Cursor and Claude Code, and a trending list that led with chat-clone training kits and short-video automation frameworks, and the two pieces had zero overlap in their top ten.
The meta-pattern I want to call out is that the 2025 Juejin AI tool coverage has produced three ranking currencies that no single post reconciles, and each post picks the currency that flatters its own conclusion. The 2025 年度盘点 piece anchored on 元 per month and named Gemini Pro and ChatGPT Plus and Claude Pro all at 140 元 per month with Midjourney standard at 210 元 and Claude MAX at 700 元 per month, which is a price story. The December IDE ranking anchored on the 9.6/8.2/8.0/7.8/7.6/7.5/7.4/7.2 five-axis card for CodeBuddy and Cody and Ghostwriter and Codeium and Tabnine and CodeWhisperer and JetBrains and Blackbox, which is a capability story. The October trending piece led with prompt-eng-interactive-tutorial and Agent-S, which is a developer-curiosity story. Honestly I am a little skeptical of any 2025 roundup ecosystem that lets three ranking currencies co-exist without any cross-currency normalization, because the three-currency split is really telling me that each format is optimizing for a different reader job — the price piece for the budget-conscious engineer, the scorecard piece for the procurement officer, the trending piece for the developer who wants to know what their peers are bookmarking — and none maps cleanly onto the working engineer trying to pick one tool to pay for this quarter.
The practical takeaway I want to put down is that the three formats are still useful for three narrow jobs and not useful for the integration job most readers are quietly trying to do. The price-anchored 2025 年度盘点 is good at the budget tier job because the 140 元 anchor makes the per-month comparison honest. The scorecard-anchored December IDE ranking is good at the enterprise procurement job because it weighed 等保三级 compliance. The star-velocity trending list is good at the what-is-everyone-starring-this-month job because it surfaces WeClone and Agent-S and mem0 which the picking roundups completely ignore. They are not good at the cross-currency reconciliation job, because Cursor Pro at twenty dollars is in the price column but not in the trending list, Claude Code is in the scorecard column but not in the trending list, and Mem0 is in the trending list but not in either of the other two. I have not stress-tested WeClone or Agent-S the way I have with Cursor and Claude Code, but the fact that three ranking currencies coexist without a published conversion table is the structural tell.
I will reassess in three months. The last time I said that I was mostly on Cursor and Claude Code for coding and ChatGPT for everything else, which is still roughly where I land. What has changed is that I now read the 2025 Juejin roundups as three ranking-currency artifacts rather than three picking guides, and I do my own cross-currency scoring in a notebook before I act on any of them. Give it six months and I expect either the roundups to publish a cross-currency normalized score or the front page to show a meta-ranking that converts between the three formats, and whichever one moves first will tell me whether the format has finally noticed the engineers are already doing the merge at the keyboard.
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