In the era of AI for everyone, the star on GitHub is the new type of social capital Author: AttentionVC Compiled: Deep Tide TechFlow Deep Tide Introduction: AttentionVC posted a long and attention grabbing tweet, with the core argument that GitHub is no longer just a code hosting platform, but an "execution exchange" in the AI era. Star number is a verifiable attention signal, Fork is a real investment of gold and silver, and PR is a compound interest collaboration. They tracked over 4600 code repositories and 474 developers, of which 71% were related to AI. This tweet itself is also a promotion of their product GitHubVC, but the observation of GitHub as a 'developer social capital ledger' is indeed interesting. The full text is as follows: You have posted something very powerful. The functionality can increase workflow efficiency by 10 times. The code is so clean that it makes people feel heartbroken. However... your repo only has 10 stars. If lucky, there may be 100. At the same time, @ openclaw has just surpassed 275000 stars, adding 2870 new stars in a single day, surpassing a group of long-standing chart topping projects and taking one of the highest star positions on GitHub. That moment was not luck. It proves an irreversible thing: GitHub has evolved. It is no longer just 'code hosting'. It is the execution exchange of the AI era, and execution signals are the rarest and most verifiable form of attention. On X, you express, on GitHub, you execute X to give you emotions, viral spread, and reach. GitHub proves it to you. A popular tweet died 48 hours later. A steep star growth curve is forever alive - founders are tracking it, investors are doing due diligence, and agents will soon rank according to it. As you read this article: paperclip/paperclip is growing by 1191 stars per day. Google Workspace CLI was just launched a few days ago and has already reached 15000 stars. OpenAI Symphony is reaching 8400 stars per day with 935 stars, and+834 stars per day. These are not vanity indicators - they are real-time market signals that indicate where developers' attention is flowing. No matter how powerful your killer feature is, it's useless if no one sees the signal. Star=Voting, Fork=Ending, Issue=Dialogue, PR=Shipping These are no longer just mechanisms. They are the atomic units of developer capital: Star → Public Trust Deposit Fork → I bet my real time and energy on you Issue → Dialogue PR that really pushes things forward → Collaborative garbage flow that can accumulate compound interest into the production environment will be bounced off. Only real developers' attention can compound here. We are currently tracking over 4600 code repositories and 474 developers. 71% of them are related to AI. The forefront is built here - all signals are public, as long as you know where to look. The current fastest growing repo (real-time data) is openclaw/openclaw -275k star (today+2870) paperclip/paperclip -7.7k star (today+1191) googleworkspace/gli -15k star (today+935) openai/symphony -8.4k star (today+834) everything claude code -64k star (today+802). Complete list: https://github.attentionvc.ai/trending/repos Your personal attention combination can now be quantified by logging in with your GitHub account. Did you see a repo that you are interested in? Directly star it in GitHubVC. Then observe in real-time: Has your bet appeared on the daily fastest growing list? Did your early star follow the curve from 200 to 20k to 200k? This is the missing loop: you're not just consuming signals - you create signals and track them. Your star has become a verifiable bet with a public ROI. Every developer gets a dynamic social layer GitHubVC that turns your GitHub identity into something far more powerful than it is now - your personal ability network. You start building: a carefully selected repo portfolio that records your early attention and a visible trust trajectory: which developers you had high hopes for at 200 stars, and later they rose to an influence score of 200k. Every time your star rated repo explodes, it rises. This is not about having more fans. It's about having a trace of trust - a permanent record of who believed whom first. Your GitHub is no longer a static file. It has become your public and verifiable social capital ledger in the developer economy. GitHub is now a real-time marketplace for developer attention. In the real world, judging execution power is slow, subjective, and private. On GitHubVC, it is instant, public, and actionable. The era of treating GitHub attention as serious capital has arrived. Don't wonder why no one has seen your killer product anymore. Come and build your combination. Bet your attention on the next 200k star repo. Leave a lasting mark of trust with compound interest.