# TikTok — developer ecosystem report

> Inspire creativity and bring joy.

- GitHub org: `tiktok`
- Category: saas
- Overall score: 34.0 / 100
- Overall rank: #642
- Last refreshed: 2026-08-21

## Pillar scores

| Pillar | Score / 100 | Rank | Weight in overall |
| --- | --- | --- | --- |
| Code & Polish | 50.0 | #446 | ~22% |
| Education | 39.0 | #949 | ~18% |
| AI readiness | 9.0 | #881 | part of Reach |
| Builder experience | 0.0 | #1 | ~12% |
| Community | 40.0 | #348 | ~16% |
| Reach | 76.0 | #49 | ~18% |
| Momentum | 13.0 | #722 | ~14% |

## Links

- GitHub: https://github.com/tiktok
- Website: https://tiktok.com
- Docs: https://tiktok.com/docs

## Public GitHub totals

| Metric | Value |
| --- | --- |
| Repos analyzed | 12 |
| Stars | 1,509 |
| Forks | 391 |
| Open issues | 179 |
| Contributors | — |

## Top repositories

| Repo | Stars | Language | Description |
| --- | --- | --- | --- |
| [sparo](https://github.com/tiktok/sparo) | 258 | TypeScript | Sparo optimizes performance of Git operations for your large frontend monorepo. |
| [sparkling](https://github.com/tiktok/sparkling) | 240 | Kotlin | Cross-platform infrastructure from TikTok.  |
| [tiktok-business-api-sdk](https://github.com/tiktok/tiktok-business-api-sdk) | 215 | Python | An SDK built to facilitate application development to integrate with TikTok Business API. |
| [TikTokSans](https://github.com/tiktok/TikTokSans) | 207 | Python | A free and open-source font by TikTok |
| [tiktok-opensdk-ios](https://github.com/tiktok/tiktok-opensdk-ios) | 148 | Swift | The TikTok OpenSDK features Login Kit and Share Kit which allow your users to log in using their TikTok account and shar |
| [tiktok-opensdk-android](https://github.com/tiktok/tiktok-opensdk-android) | 111 | Kotlin | The TikTok OpenSDK features Login Kit and Share Kit which allow your users to log in using their TikTok account and shar |
| [knit](https://github.com/tiktok/knit) | 73 | Kotlin | A zero-intermediation DI framework for Kotlin. |
| [tiktok-business-ios-sdk](https://github.com/tiktok/tiktok-business-ios-sdk) | 33 | Objective-C | — |
| [tiktok-research-api-wrapper](https://github.com/tiktok/tiktok-research-api-wrapper) | 32 | R | The TikTok Research API Wrapper is a ToolKit built in R and Python to facilitate the use of TikTok Research API |
| [huvr](https://github.com/tiktok/huvr) | 32 | Python | Hyper-networks for Unified Visual Representation (HUVR) use implicit neural representation to bridge the gap between und |
| [rush-plugins](https://github.com/tiktok/rush-plugins) | 27 | TypeScript | — |
| [pnpm-sync](https://github.com/tiktok/pnpm-sync) | 26 | TypeScript | Automatically resync injected dependencies when using the PNPM package manager |

## Methodology

Scores are computed from public signals only (GitHub, package registries, docs sites, community platforms). Pillar definitions: https://www.smoower.com/docs.md

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