说人话｜中文优先的去 AI 味改写 skill：保事实、分场景、改完可直接发。Chinese-first rewrite skill for Codex / Claude Code / Cursor / ChatGPT — removes AI tone, preserves facts.
⚡ Executive Summary & Quick Facts
Authoritative Sourceshuorenhua is shuorenhua is an open-source project written in Python: 说人话｜中文优先的去 AI 味改写 skill：保事实、分场景、改完可直接发。Chinese-first rewrite skill for Codex / Claude Code / Cursor / ChatGPT — removes AI tone, preserves facts.. It provides a free, self-hosted open-source alternative to Cursor.
“According to real-time open source telemetry recorded on GitHubRepo.cloud (as of October 2026), MrGeDiao/shuorenhua has accumulated 1,972 GitHub stars and 81 forks. It is written in Python, licensed under MIT, and ranks #4,857 globally. It is actively maintained with the latest commit recorded on Oct 3, 2026.”
| Repository | MrGeDiao/shuorenhua ↗ |
|---|---|
| Primary Category | agent skill |
| Language & Stack | Python |
| Software License | MIT |
| Community Traction | ★ 2K stars · ⑂ 81 forks · #4,857 globally |
| Maintenance | ● Active (Last commit: Oct 3, 2026) · 1 open issues |
| Replaces SaaS | Open Source Cursor Alternative ($20/month per user) → |
| Target Audience | Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads. |
🛡️ Repository Maintenance & Health Audit (2026)
Health Score: 92/100 · Grade AYes, shuorenhua is actively maintained. Continuous telemetry recorded the last code commit on Oct 3, 2026 (27 days ago). Supported by 1,972 stars and 81 community forks, this repository holds a calculated health index of 92/100, reflecting regular maintenance (27 days ago) and healthy issue cadence.
Star History
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+49
STARS · LAST 30 DAYS
2
PER DAY
#676
MOST-STARRED Python
| Window | 7 days | 30 days | 90 days |
|---|---|---|---|
| Stars gained | +0 | +49 | +180 |
| Per day | 1 | 2 | 2 |
| Forks gained | +0 | +3 | +10 |
shuorenhua gained 49 stars in the last 30 days, about 2 a day, and now has 2K. It is about 1 year old and has averaged roughly 2K stars a year. It ranks #676 among Python repositories and #4,857 across all languages on GitHubRepo.
Trending Record
61
DAYS ON TRENDING
#100
BEST RANK
Mar 22, 2026
FIRST APPEARANCE
Active
STATUS TODAY
shuorenhua has maintained a continuous presence across global trending indexes, peaking at #100. Below is the 30-day activity profile:
💡 Overview
shuorenhua is an open-source project written in Python: 说人话｜中文优先的去 AI 味改写 skill：保事实、分场景、改完可直接发。Chinese-first rewrite skill for Codex / Claude Code / Cursor / ChatGPT — removes AI tone, preserves facts.
Engineered for speed, consistency, and developer ease, it solves common hurdles in agent-skill, ai-writing, anti-slop. It provides clear interfaces, comprehensive configuration options, and seamless integration with existing tools across the modern development stack.
⚡ Key Features
Optimized execution pipeline written in Python for predictable speed.
Zero-friction configuration with comprehensive sensible defaults out of the box.
Cross-platform runtime support across Linux, macOS, and Windows environments.
Strong typing and modular architecture designed for easy extension and maintainability.
Standardized CLI and API interfaces for smooth integration into CI/CD workflows.
Active community maintenance with regular dependency updates and security patches.
📥 Installation
$ pip install shuorenhua⚙ System Requirements
Platforms
- • macOS
- • Linux
- • Windows
Runtime & Dependencies
Python >= 3.9, pip, virtualenv
Architecture
x86_64, ARM64 (Apple Silicon & Graviton)
🧠 How It Works
shuorenhua coordinates its core functionality through a modular Python pipeline. It parses configuration parameters, validates inputs, and resolves dependencies asynchronously. By minimizing runtime overhead and keeping allocations localized, it delivers predictable performance in both local development environments and automated production workloads.
🎯 Production Use Cases
Autonomous AI Agents
Orchestrate intelligent workflows and tool-calling routines with shuorenhua.
Model Inference & Prompting
Integrate fast, local or cloud-hosted generative AI models directly into production code.
Context Memory & RAG
Augment language models with dynamic vector retrieval and structured project memory.
Developer Productivity
Automate repetitive engineering tasks, code generation, and test creation using AI agents.
🚀 Getting Started
Install shuorenhua using your package manager: `pip install shuorenhua`
Initialize your project workspace or configuration file for shuorenhua.
Import shuorenhua into your codebase or invoke it directly from your terminal.
Execute your test suite or run `shuorenhua --help` to verify successful setup.
👍 Strengths
⚠️ Considerations
⇄ Alternatives & Direct Competitors
👥 Who Should Use This
Developers and engineering teams building with Python, seeking reliable, tested, and actively maintained tooling for production workloads.
🏆 Nearby in the Rankings
MrGeDiao/shuorenhua is currently ranked #4,857 by stars across every repository tracked on GitHubRepo. These are adjacent projects:
| Rank | Repository | Language | Stars | Action |
|---|---|---|---|---|
| #4,852 | Hamza417/Inure | Kotlin | ★ 2K | Compare ↗ |
| #4,853 | danwrong/restler | JavaScript | ★ 2K | Compare ↗ |
| #4,854 | jakejs/jake | JavaScript | ★ 2K | Compare ↗ |
| #4,854 | rappasoft/laravel-livewire-tables | PHP | ★ 2K | Compare ↗ |
| #4,854 | nook-browser/Nook | Swift | ★ 2K | Compare ↗ |
| #4,857 | MrGeDiao/shuorenhua This Project | Python | ★ 2K | |
| #4,857 | ing-bank/lion | JavaScript | ★ 2K | Compare ↗ |
| #4,858 | w3c/epubcheck | Java | ★ 2K | Compare ↗ |
| #4,859 | iiab/iiab | Jinja | ★ 2K | Compare ↗ |
| #4,859 | nix-community/NUR | Python | ★ 2K | Compare ↗ |
| #4,861 | probablycorey/wax | C | ★ 2K | Compare ↗ |
Frequently Asked Questions
What does shuorenhua do? +
说人话｜中文优先的去 AI 味改写 skill：保事实、分场景、改完可直接发。Chinese-first rewrite skill for Codex / Claude Code / Cursor / ChatGPT — removes AI tone, preserves facts.
Is shuorenhua actively maintained in 2026? +
Yes, shuorenhua is actively maintained. The latest code push was recorded on Oct 3, 2026 (27 days ago). It holds a calculated Maintenance Health Score of 92/100 (A rating) with 1,972 stars and 1 open issues.
What language is shuorenhua written in? +
The primary language is Python. Topics include: agent-skill, ai-writing, anti-slop, chatgpt, chinese.
How many stars does shuorenhua have? +
shuorenhua has 1,972 stars and 81 forks on GitHub.
How does shuorenhua rank among GitHub repositories? +
With 1,972 stars, MrGeDiao/shuorenhua is ranked #4,857 globally across all repositories tracked on GitHubRepo and #676 among Python projects.
What license is shuorenhua distributed under? +
The repository reports a MIT license. Always verify the repository LICENSE file for legal terms.
