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Install in OpenClaw
/install app-review-intelligence
Description
Analyze app store reviews, cluster pain points, detect trend shifts, and map feedback to prioritized product backlog actions.
README (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.
Usage Guidance
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.
Capability Analysis
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.
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install app-review-intelligence - After installation, invoke the skill by name or use
/app-review-intelligence - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is App Review Intelligence?
Analyze app store reviews, cluster pain points, detect trend shifts, and map feedback to prioritized product backlog actions. It is an AI Agent Skill for Claude Code / OpenClaw, with 160 downloads so far.
How do I install App Review Intelligence?
Run "/install app-review-intelligence" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is App Review Intelligence free?
Yes, App Review Intelligence is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does App Review Intelligence support?
App Review Intelligence is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created App Review Intelligence?
It is built and maintained by ASP (@anugotta); the current version is v1.0.0.
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