Snapshot · as of 2026-08-17 105 fiches reading: dashboard

Decision-ready watch on China's open-source hardware ecosystem.

Minerva scans 27 watched organizations across Gitee and GitHub, scores each repo across 4 technical domains, and turns the relevant ones into structured EN/FR fiches — each mapped to its Western equivalent. 105 projects from 14 orgs made the cut in this snapshot.

105
Active fiches
14
Organizations
32k
Total stars
64/100
Average score
Stack Python 3.10 · Claude Haiku 4.5 · Gitee + GitHub APIs LLM cost ~$0.01 per bilingual fiche pair Run python src/pipeline.py License Apache 2.0
01

Featured

The fiche with the highest relevance score — the one to know if you only look at one.
Score100/100
Confidence◆◆◆
DomainEmbedded
highest-scored decision-grade fiche in this snapshot

EspressifSystems/ESP8266_RTOS_SDK

EmbeddedBoard Support PackageActiveBilingual CN-EN

Provides an RTOS-based SDK for the ESP8266 microcontroller with FreeRTOS, lwIP, and Wi-Fi drivers integrated. Addresses the need for a complete development environment to build networked embedded applications on the ESP8266 without relying solely on the non-OS SDK.

C-based SDK built on FreeRTOS kernel with integrated lwIP TCP/IP stack, mbedTLS for TLS/SSL, and proprietary Wi-Fi libraries (libmain). Compilation uses the Xtensa LX106 GCC toolchain (v8.4.0 or v4.8.5 depending on SDK version). Supports menuconfig-driven build configuration. Core components include SPIFFS filesystem, cJSON, libcoap, and noPoll WebSocket library. Targets the single-core Xtensa-based ESP8266 SoC.

View on Gitee →
02

The landscape

Distribution of the corpus by technical domain and by organization.

By domain

4 domains covered. A fiche can count in several domains.

Embedded
61 · 55%
IoT
4 · 4%
Robotics
16 · 14%
Edge AI
30 · 27%

Top 12 organizations

Editorial concentration of the current corpus.

unitreerobotics
30
sophgo
24
EspressifSystems
13
bouffalolab
10
alibaba
10
rtthread
4
Embedfire
4
kendryte
3
Sipeed
2
Tencent
1
openLuat
1
paddlepaddle
1
03

Runners-up

The 4 fiches right after the Featured one, by descending score.
#2
★ 100/100

rtthread/rt-thread

EmbeddedRTOSStableBilingual CN-EN

RT-Thread是一个来自中国的开源物联网操作系统,它提供了非常强的可伸缩能力:从一个可以运行在ARM Cortex-M0芯片上的极小内核,到中等的ARM Cortex-M3/4/7系统,甚至是多核,64位的ARM Cortex-A,MIPS32/64处理器的功能丰富系统

★ 5 532push 2026-08
#3
★ 89/100

EspressifSystems/esp-idf

Edge AIFrameworkStableBilingual CN-EN

ESP-IDF 是由乐鑫官方推出的针对 ESP32 和 ESP32-S2 系列芯片的开发框架。ESP-IDF 国内镜像仓库,Issues 和 PRs 请仍旧提交到 github。

★ 878push 2026-08
#4
★ 82/100

kendryte/nncase

Edge AIToolStableBilingual CN-EN

Compiling neural network models (TensorFlow, ONNX, etc.) into optimized code for Kendryte AI accelerators (K210, K510, K230), handling quantization and operation scheduling on specialized compute units (KPU).

★ 898push 2026-07
#5
★ 82/100

Tencent/ncnn

Edge AIFrameworkActiveBilingual CN-EN

ncnn ncnn 是腾讯优图实验室首个开源项目,是一个为手机端极致优化的高性能神经网络前向计算框架

★ 303push 2026-08
04

Explore the corpus

Pick a fiche on the left, read its decision layer on the right. Search, filter, or use a quick view. ↑/↓ to move.
0 / 105 fiches shown no active filter
05

How it works

4-step pipeline, incremental by design — every run is dated.
1 · Collection

For each monitored organization, list_all_repos_by_owner with exponential retry on intermediate pages. Gitee token: 4500 req/h.

2 · Scoring

Multilingual semantic embeddings vs 4 domain definitions + anti-noise admission (curated keywords anchor, contrastive anti-domains). Hard filters upstream (third_party_*, mirrors/*, stale >2y).

3 · Enrichment

For each selected repo: Claude Haiku 4.5 produces Problem solved, How it works, Chinese specificity, Western equivalent. Bootstrap: no call if fiche already on disk.

4 · Incremental diff

state.json stores pushed_at per repo. Diff NEW / MODIFIED / UNCHANGED / DELETED per run, written to output/diff_YYYYMMDD.md.

Corpus 105 fiches × EN + FR
Tests 110 pytest, GitHub Actions CI
Bootstrap cost ~$1 (105 bilingual pairs × Haiku 4.5)
Incremental run cost ~$0.10-$0.50