Comparison

熊猫吃短信 vs ice reader

Price, ratings, monetisation and update history for both apps, side by side — with what reviewers say about each.

Head to head
About

熊猫吃短信

This app uses on-device machine learning to filter unwanted messages without requiring network access. It intelligently identifies spam by analyzing message semantics, eliminating the need for manual rule configuration. Users can contribute to its learning by reporting new message samples.

Highlights
  • On-device machine learning
  • Offline spam filtering
  • Semantic message analysis
  • No manual rule configuration
  • User-contributed learning
Features
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* App Store 多次推荐 * * 少数派年度应用 * * 最美应用年度应用 * 「熊猫吃短信」使用 Core ML 机器学习框架在设备端离线过滤垃圾短信,能准确的通过语义识别垃圾短信,不需要手动配置任何过滤规则,开箱即用。 # 隐私 我们非常在意您的隐私,并且通过行动(而不只是口头承诺)来保证这一点:熊猫吃短信是一个非常少见的完全离线的应用,甚至都不会请求网络权限(直到您第一次主动向我们举报垃圾短信)。我们依靠广大的用户群体主动向我们举报垃圾短信来建立机器学习的样本库。 # 集体智慧 熊猫吃短信使用基于统计学的机器学习算法从几十万条各类短信样本中学习而成。无需用户配置任何关键词,它通过识别一个短信的语义特征,自己就可以精准的判断收到的短信是正常短信、公益短信还是广告骚扰短信等等。 如果熊猫有判断失误的时候,大家可以在 App 里面投喂新的短信样本帮助熊猫进化,喂养越多熊猫越聪明。 # 我为什么要做「熊猫吃短信」? 我曾深受垃圾短信的困扰,直到 iOS 11 发布了短信过滤的接口。作为一个涉足数据领域的工程师,我导出了几年里收到过的几万条短信,使用机器学习训练了一个垃圾短信的识别模型,就有了这个 App 的雏形。在后续的开发中很多热心的用户又投喂了几十万条短信样本,教会了熊猫识别更多更广阔的场景。 ** 隐私条款:熊猫会收集哪些信息?** 「熊猫吃短信」不会收集您的任何信息,更不会上传您的短信内容,如果您足够细心就会发现熊猫都不会请求网络权限,完全离线运行。 如果您自愿向熊猫提交短信样本,那么会收集脱敏后的短信文本以及一个您标注是否是垃圾短信的数字,仅此两项数据。

About

ice reader

Features
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Ice Reader 是一款专注于沉浸阅读的本地 TXT 阅读器。没有复杂干扰,只为让你随时打开喜欢的小说,舒适地读下去。 你可以从“文件”App 一次导入多本小说,也可以让电脑与 iPhone 或 iPad 连接同一 Wi‑Fi,通过浏览器批量上传,无需安装额外软件。 主要功能: - 支持导入并阅读本地 TXT 小说 - 支持从“文件”App 批量导入 - 支持同一局域网内通过电脑浏览器上传小说 - 书架清晰展示阅读进度,方便继续阅读 - 自动保存阅读位置,打开即可接续上次进度 - 支持阅读位置通过 iCloud 同步 - 支持快速跳转到指定阅读页 - 适配 iPhone 与 iPad,横竖屏均可舒适阅读 - 支持管理或删除已导入的本机小说 把书放进手机,把时间留给阅读。

Screenshots

熊猫吃短信4 screens
ice reader3 screens

Verdict

The call

The clearest difference is price: ice reader at Free against 熊猫吃短信's $12.99. ice reader also leads on update cadence (every 5 days vs monthly). 熊猫吃短信's advantage is iOS requirement (11.0 vs 16.1). On ads, in-app purchases and device support there is nothing between them.

Scored on Price · Rating · Positive reviews · Number of ratings · Update frequency · Ads · In-app purchases · Monetization · Best chart rank · Devices · Requires iOS

CostPrice · In-app purchases · Ads · Monetization

ice reader is free to download; 熊猫吃短信 costs $12.99 up front. Neither carries in-app purchases, so what you see is what you pay.

UpkeepUpdate frequency

熊猫吃短信 ships an update monthly, ice reader every 5 days. The most recent releases landed on October 16, 2026 and October 10, 2026 respectively.

Scorecard3 real differences · 7 level
熊猫吃短信 versus ice reader: the parameters behind the verdict, then further details
Parameter熊猫吃短信ice reader
Price$12.99Free — better
Rating4.8 (487 ratings) — better—
Positive reviews88.2% of reviews—
Number of ratings487 — better—
Update frequencyMonthlyEvery 5 days — better
AdsNoNo
In-app purchasesNoNo
MonetizationFree—
DevicesiPhone, iPad, iPod — betteriPhone, iPad
Requires iOS11.0 — better16.1
Further details — not scored
Size9 MB14 MB
Age rating4+4+
DeveloperEarly Moon, LLC子诚 王

Bugs and requests

熊猫吃短信

Reported bugs

2 issues
  • Verification codes being incorrectly filtered
  • Persistent notification badges even after filtering

Requested features

4 requests
  • iCloud backup and sync for settings
  • Apple Watch integration for message filtering
  • Automatic cleaning of filtered messages
  • Support for additional languages

ice reader

Not enough reviews yet to summarise bugs or requests.

In-app purchases

None

熊猫吃短信

No in-app purchases

None

ice reader

No in-app purchases

Questions

Is 熊猫吃短信 free?
熊猫吃短信 costs $12.99, with no in-app purchases.
Is ice reader free?
ice reader is free to download, with no in-app purchases.
Do 熊猫吃短信 or ice reader have ads?
Neither 熊猫吃短信 nor ice reader shows ads.
Which is updated more often, 熊猫吃短信 or ice reader?
熊猫吃短信 ships an update monthly, and ice reader every 5 days. Most recently, 熊猫吃短信 was updated on October 16, 2026 and ice reader on October 10, 2026.

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