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在 OpenClaw 中安装
/install app-review-intelligence
功能描述
Analyze app store reviews, cluster pain points, detect trend shifts, and map feedback to prioritized product backlog actions.
使用说明 (SKILL.md)
App Review Intelligence
Purpose
Convert raw app reviews into prioritized product insights.
Core capabilities
- ingest and clean app review text
- classify sentiment and topic clusters
- detect recurring pain points and regressions
- map issues to feature requests/bug backlog
- track trend movement week-over-week
Workflow
- Collect review data by period/version.
- Cluster by issue themes.
- Score by frequency, severity, and recency.
- Map to product backlog candidates.
- Output roadmap-ready summary.
Output format
- Top pain-point clusters
- Positive signals and retention drivers
- Priority backlog recommendations
- Release-quality risk signals
Setup
Read setup.md.
Examples
See examples.md.
安全使用建议
This skill is instruction-only and coherent for reviewing and clustering app feedback. Before installing or using it: (1) decide how review data will be provided — the skill does not include connectors to App Store / Play Store; (2) avoid pasting or storing sensitive credentials in free-form chat — if you add automatic fetchers later, supply minimal, scoped API keys and review their permissions; (3) be mindful of user privacy in reviews (PII) when sending data to any external service; (4) because it’s an instruction-only skill, it won’t install binaries, but an autonomous agent could try to fetch data if granted network/credential access — monitor agent actions when you first run it.
功能分析
Type: OpenClaw Skill
Name: app-review-intelligence
Version: 1.0.0
The skill bundle consists entirely of documentation and markdown instructions (SKILL.md, setup.md, examples.md) for an AI agent to perform app review analysis. There is no executable code, no network requests, and no evidence of malicious intent or prompt injection.
能力评估
Purpose & Capability
Name/description (review clustering, trend detection, backlog mapping) matches the SKILL.md workflow. There are no unexpected env vars, binaries, or config paths required for the described text‑analysis task.
Instruction Scope
The SKILL.md defines a clear analysis workflow (ingest/clean, cluster, score, map) but does not specify how review data is collected. The skill does not instruct reading unrelated system files or credentials, but it assumes review data will be provided or fetched by the agent/environment.
Install Mechanism
No install spec or code files are included (instruction-only), so nothing will be written to disk or downloaded during install.
Credentials
The skill declares no required environment variables or credentials. If you later wire up automatic fetching from App Store / Play Store, those connectors would need their own credentials — but those are not requested by this skill as-is.
Persistence & Privilege
always is false and the skill is user-invocable. It does not request persistent system privileges or modify other skills' configurations.
如何使用
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install app-review-intelligence - 安装完成后,直接呼叫该 Skill 的名称或使用
/app-review-intelligence触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Initial release of app-review-intelligence.
- Analyze and cluster app store reviews by sentiment and topic.
- Detect recurring issues, pain points, and trend shifts in feedback.
- Map user feedback to prioritized product backlog items.
- Provide roadmap-ready summaries and risk signals for product teams.
元数据
常见问题
App Review Intelligence 是什么?
Analyze app store reviews, cluster pain points, detect trend shifts, and map feedback to prioritized product backlog actions. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 160 次。
如何安装 App Review Intelligence?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install app-review-intelligence」即可一键安装,无需额外配置。
App Review Intelligence 是免费的吗?
是的,App Review Intelligence 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
App Review Intelligence 支持哪些平台?
App Review Intelligence 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 App Review Intelligence?
由 ASP(@anugotta)开发并维护,当前版本 v1.0.0。
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