---
title: "Open Source Growth Benchmarks and the 20 Fastest-Growing OSS Startups"
date: 2020-07-06
description: "Discover open-source growth benchmarks via GitHub stars and forks, revealing key metrics for open-source startups. Explore the top 20 fastest-growing companies in Q2 2020 and interesting OSS insights for VCs and tech founders."
---

Venture capitalists tend to invest in fast-growing companies and often use benchmarks to categorize startups by their growth. There are plenty of battle-tested metrics for SaaS (for instance: [Scale VP](https://www.scalestudio.vc/), [Serena](https://blog.serenacapital.com/2020-european-saas-benchmark-9f7897b0988a), [OpenView](https://openviewpartners.com/expansion-saas-benchmarks/)), but nothing actionable for open-source software (OSS) yet. This article is addressing this issue.

At Runa, we invest in OSS (like [Nginx](https://runacap.com/companies/nginx/) and [MariaDB](https://runacap.com/companies/mariadb/)) and understand how a large and engaged developer community could be instrumental in building a successful enterprise software business. Thanks to Github, it is possible to assess the popularity of repositories (by ⭐️stars &🍴forks), introduce high-growth benchmarks and detect startups having the best momentum in terms of developers' attention/engagement. So let's do it.

## 📈 Power Laws of Open Source

I used Github API to collect data on all its repositories with 1000+ stars at the beginning and the end of Q2 2020. The resulting dataset contains more than 24,000 repositories and seems sufficient to understand some of the basics of the open-source world.

Github repositories have appeared to be a winner-take-almost-all market (a typical case for the tech industry), where just a few projects grab the most of developers' attention. For instance, the top-15% repositories collected 51% of all stars in our dataset.

To understand the distribution we can plot repositories' stars sorted from the most starred repo ([freeCodeCamp](https://github.com/freeCodeCamp/freeCodeCamp), ~312K stars) to 1000-star projects. The log scale helps to properly represent this dependency… and it looks like a power law!

![Star rank](/images/oss-benchmarks/star-rank.webp)
<span class="img-caption">The blue line represents numbers of stars sorted from the largest to the smallest (actually, by repo's star rank). It is well-approximated by a power law (the red trend line, R² = 98%): **Stars** = **900K x Star_Rank ^ (–0.649)**</span>


Now if somebody pitches its "outstanding open-source traction" with ~1500 stars at the repo, some VC can answer "OK, but 16K+ repos did the same" (well, it could be still a very promising startup but by other reasons).

The developers' engagement is a hard metric to measure, but very roughly it could be estimated by the number of forks. Many projects with 1000+ stars do not have them — people tend to mark them as favourites and don't publicly play with the code by themselves. We can also see a power law here:


![Fork rank](/images/oss-benchmarks/fork-rank.webp)
<span class="img-caption">The blue line represents numbers of forks sorted from the largest to the smallest (by repo's fork rank). It also obeys a power law for repos with 100+ forks (the red trend line, R² = 92%): **Forks = 644k x Forks_Rank ^ (-0.823)**</span>

## 🚀 Growth benchmarks

Accounting the limited timeline of the dataset we can use an annualised growth rate [AGR = (value now / value 1 quarter ago)⁴ - 1] to show the dynamics of repositories in the year-over-year format. Unsurprisingly, the growth of stars and forks obeys the ubiquitous power law.

How can we use it to benchmark startups? Revenue growth rates usually decline at a higher revenue level (e.g. see a [dependency for SaaS](https://www.slideshare.net/bwalker33/the-mendoza-line-for-saas-growth/11?src=clipshare)) and it makes sense to compare them only within the peer group. Let's apply the same approach for open-source popularity metrics.

I divided all considerable repositories into four quartile groups (25% of repos each) by stars and forks. They differ a lot due to a power law — for example, the lower quartile consists of repos with 1–1.4K stars, while repos of the upper have 3.7K– 312K stars. Now we can see how growth rates change at scale:

![Star groups](/images/oss-benchmarks/star-groups.webp)

The chart shows growth percentiles for stars quartiles 🤓. In simple words — for example, 50% of repos with 3.7K+ stars grow more than +13% per annum, and top-25% of repos with 2–3.7K stars grow more than +26%.

Unexpectedly, the median for growth increases with the number of stars, that is totally counterintuitive. For instance, usual revenue growth benchmarks have the opposite dynamics. In other words — the more stars your repo has, the faster it grows (in %). Forks have the same issue:

![Fork groups](/images/oss-benchmarks/fork-groups.webp)

## 🦄 20 fastest-growing open-source startups

The intersection of upper quartiles by stars (>3.7K) and star growth (>25%) contains the best projects— with already significant open-source traction and highest growth rates. But most of them are free community projects and do not pretend to become a $1B+ software company.

After further research I detected startups, repositories of those showed the strongest growth in Q2 2020 (a "startup" is defined here as a product-focused commercial organisation with <$100M funding and <10 years old):

![Star top startups](/images/oss-benchmarks/star-top.webp)
<span class="img-caption">The top-20 fastest-growing repositories of startups in Q2 2020.</span>

Most of the successful open source startups typically end up with an HQ in San Francisco Bay Area but could be founded everywhere. Noteworthy, 80% of the fastest-growing companies from the list were founded outside the Bay Area. A breeding ground for open-source startups is Europe — 12 out of 20 top startups were originated there, including 4 from Paris and 3 from Berlin.

Four repositories have an impressive combination of massive growth and numbers of stars — 3 from France (huggingface, genymobile, strapi) and 1 from the eastern part of Canada (corentinj). Maybe the French language has a feature allowing to maintain high growth of OSS popularity at scale 😂

Finally, a methodological remark — 5 organisations could gain momentum due to well-promoted funding announcements in Q2 (prisma, streamlit, strapi, vector-im, rasahq) and 2 organisations were intentionally excluded from the list because they are not "startups": [Fast.ai](https://www.fast.ai/) (non-commercial), [Aqua Security](https://www.aquasec.com/) (raised $100M+). Enjoy the list!

### Top-20 startups by Github stars growth in Q2 2020:

1. **[Prisma](http://prisma.io/) (prisma/prisma, 3.9K stars, 694% AGR)**. Database tools for TypeScript and Node.js. Founded in 2016 in Berlin and raised $16.5M from Kleiner Perkins, Mango Capital, Amplify Partners, etc  
      
2. **[Meili](https://www.meilisearch.com/) (meilisearch/meilisearch, 6.1K stars, 634% AGR)**. API-focused fast search engine (an alternative to ElasticSearch). Founded in 2018 in Paris and has no known external funding to date.  
      
3. **[Cortex Labs](https://www.cortex.dev/) (cortexlabs/cortex, 5.4K stars, 328% AGR)** — API platform for deployment of ML models (an open-source rival to AWS SageMaker). Founded in 2018 in Oakland, CA and has no known external funding.  
      
4. **[Framer](https://www.framer.com/) (framer/motion, 5.6K stars, 182% AGR)** — Browser-based design tools for teams trending with its open-sourced library Motion. Founded in 2013 in Amsterdam and raised $33M by from Atomico, Accel, Foundation Capital, etc.  
      
5. **[Streamlit](https://www.streamlit.io/) (streamlit/streamlit, 9.4K stars, 178% AGR)** — Framework for fast development of frontend data apps, increasing the productivity of data science and machine learning teams. Founded in 2018 in San Francisco and raised $27M from GGV Ventures, Gradient Ventures, Bloomberg Beta.  
      
6. **[Hugging Face](https://huggingface.co/) (huggingface/transformers, 29.7K stars, 127% AGR)** — Developer of the natural language processing library Transformers and a popular [AI-based chatbot for teenagers](https://wersm.com/hugging-face-chatbot-is-the-best-artificial-bff-for-teenagers/). Founded in 2016 in Paris and raised $20.2M from Lux Capital, SV Angel, A.Capital, etc  
      
7. **[Pulumi](https://www.pulumi.com/) (pulumi/pulumi, 5.9K stars, 117% AGR)** — Platform for cloud app development and deployment. Founded in 2017 in Seattle and raised $20M from Madrona Venture Group and Tola Capital  
      
8. **[ThingsBoard](https://thingsboard.io/) (thingsboard/thingsboard, 6.4K stars, 113% AGR)** — IoT platform for data collection, processing, visualisation and device management (an open-source alternative to IoT @ AWS/Azure/GCP). Founded in 2016 in Kyiv and has no known external funding.  
      
9. **[Genymobile](https://www.genymobile.com/) (genymobile/scrcpy, 32.7K stars, 106% AGR)** — Solutions for development and testing of Android apps. Founded in 2011 in Paris and raised $9.7M from Alven and BPI France.  
       
10. **[Timber](https://timber.io/) (timberio/vector, 4.3K stars, 96% AGR)** — Developer-focused cloud logging system. Founded in 2016 in New York and raised $5.8M from NextView Ventures, Notation Capital, etc  
      
11. **[N8N](https://n8n.io/) (n8n-io/n8n, 8.1K stars, 93% AGR)** — Workflow automation tool (an open-source alternative to Zapier). Founded in 2019 in Berlin and raised $1.5M from Sequoia, Firstminute Capital, Runa Capital.  
      
12. **[Saleor](https://saleor.io/) (mirumee/saleor, 8.2K stars, 92% AGR)** — Headless e-commerce platform. Founded in 2019 in Wroclaw, Poland and has no known external funding.  
      
13. **[Strapi](http://strapi.io/) (strapi/strapi, 26.7K stars, 88% AGR)** — Headless content management system. Founded in 2016 in Paris and raised $14M from Index Ventures, Accel, Stride.VC, etc.  
        
14. **[Brave](https://brave.com/) (brave/brave-browser, 6.5K stars, 87% AGR)** — Next-generation secure and private browser. Founded in 2015 in San Francisco and raised $42M from Founders Fund, Foundation Capital, etc.  

15. **[Resemble](http://resemble.ai/) (corentinj/real-time-voice-cloning, 18.2K stars, 80% AGR)** — AI engine for realistic voice cloning. Founded in 2018 in Toronto and raised $2M from GMG Ventures, Firstminute Capital, Canaan Partners, etc.  
      
16. **[Volosoft](http://volosoft.com/) (abpframework/abp, 3.9K stars, 79% AGR)** — Software development tools trending with its open-source framework ABP for ASP.net. Founded in 2016 in Istanbul and has no known external funding.  
      
17. **[Riot IM](http://riot.im/) (vector-im/riot-web, 5.1K stars, 71% AGR)** — Decentralised secure communication tools (ex Vector IM). Founded in 2017 in London and raised $18.1M from Dawn Capital, Firstminute Capital, Notion, etc.  

18. **[Iterative](http://iterative.ai/) (iterative/dvc, 5.4K stars, 61% AGR)** — Version control system for datasets and machine learning models. Founded in 2018 in San Francisco and raised $3.9M from Afore Capital, True Ventures, etc.  
      
19. **[Chatwoot](https://www.chatwoot.com/) (chatwoot/chatwoot, 4.2K stars, 58% AGR)** — Live chats for customer support (an open-source alternative to Intercom). Founded in 2017 in Bengaluru, India and has no known external funding.     
    
20. **[Rasa](https://rasa.com/) (rasahq/rasa, 9.0K stars, 58% AGR)** — Conversational AI assistant. Founded in 2016 in Berlin and raised $40.1M from Andreessen Horowitz, Accel, Mango Capital, etc

![Star top startups logos](/images/oss-benchmarks/star-top-logos.webp)

## 🧠 Final Thoughts

The benchmarks above could be used to detect outstanding open-source startups. Stars, forks and their growth rates are measurable, but indirect factors of a product's adoption within the global developer community.

Also don't mix correlation with causation — lack of popularity at Github does not say about low quality and could be caused by various reasons. The best illustration is Runa's ex-portfolio company Nginx (acquired for $670M) — it [powers ~450M websites](https://news.netcraft.com/archives/2020/06/25/june-2020-web-server-survey.html) in the world and has just 12.2K stars at Github.
<div class="callout info">Are you a founder of an open-source startup or a VC investor willing to collaborate on OSS investments? Don't hesitate to email me: <a href="mailto:kv@runacap.com">kv@runacap.com</a>.</div>
