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Install in OpenClaw
/install social-proof-collector
Description
Automatically gather, filter, and format high-quality customer reviews from multiple platforms with alerts and response drafts for new feedback.
Usage Guidance
This skill's goal (gathering and formatting reviews) is plausible, but the instructions expect access to many review platforms and to the 'Brave Search API' while the package declares no credentials or endpoints. Before installing or using it, ask the author: (1) how will the skill obtain legitimate API access (Brave, Google Business, Yelp, Facebook)? Request explicit env var names and OAuth flows; do not provide credentials until you verify them. (2) Confirm whether it uses official APIs (recommended) or scrapes HTML — scraping can violate site Terms of Service and expose you to IP blocking or legal risk. (3) Where will alerts and scraped data be sent/stored? Ensure destinations are trustworthy and that PII (reviewer names, identifiers) is handled per privacy rules. (4) Ask for rate-limit and robots.txt behavior and for safeguards against collecting more data than needed. If the author cannot clarify these points, treat this skill as risky and avoid giving it access to real credentials or sensitive data.
Capability Analysis
Type: OpenClaw Skill
Name: social-proof-collector
Version: 1.0.0
The skill bundle is a legitimate marketing tool designed to collect and organize public customer reviews from platforms like Google, Yelp, and Facebook. The instructions in SKILL.md and the metadata in config.json are consistent with the stated purpose of social proof collection and do not contain any evidence of malicious intent, data exfiltration, or unauthorized execution.
Capability Assessment
Purpose & Capability
The name and description (collect/reformat reviews) align with the SKILL.md. However, the SKILL.md requires scraping platforms that commonly need API access or authorization (Google Business Profile, Facebook, Yelp, etc.) and explicitly names the 'Brave Search API' as required — yet the skill metadata declares no required environment variables, credentials, or config paths. This mismatch (declared zero credentials vs. instructions that need API access or auth) is incoherent.
Instruction Scope
Runtime instructions explicitly direct collecting reviewer names, star ratings, text, and dates across many sites and 'monitoring' for new reviews. They give no guidance on using official APIs vs. scraping, do not mention respecting robots.txt or rate limits, and do not specify where alerts are sent or how credentials are obtained. The instructions are open-ended and could lead to broad web access and collection of personal data without safeguards.
Install Mechanism
No install spec and no code files are present; this lowers installation risk because nothing new will be written to disk by an installer. The security surface is the SKILL.md itself.
Credentials
The SKILL.md lists a required 'Brave Search API' and suggests optional notification channels and web search capability, but the skill metadata requests no environment variables or primary credential. Also, platforms listed typically require API keys or OAuth tokens; the skill does not declare or justify any such credentials, nor does it explain how credentials would be provided, stored, or rotated. Collecting reviewer names and other identifiers is also sensitive and should be justified and scoped.
Persistence & Privilege
always is false and there are no config paths or install actions that persist or modify other skill/system settings. The skill does not request elevated or permanent platform privileges in its metadata.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install social-proof-collector - After installation, invoke the skill by name or use
/social-proof-collector - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Social Proof Collector Skill v1.0.0
- Introduces a tool for automatically collecting, filtering, and displaying customer reviews and testimonials from multiple platforms.
- Supports review scraping from Google, Yelp, Facebook, Trustpilot, G2, and Capterra.
- Features configurable filtering, ranking, and output formats including HTML widgets, social posts, and email snippets.
- Adds monitoring and alerting for new or low-rated reviews.
- Includes automated drafting of professional responses to reviews.
- Configurable via JSON for business info, platforms, star thresholds, and alert preferences.
Metadata
Frequently Asked Questions
What is Social Proof Collector?
Automatically gather, filter, and format high-quality customer reviews from multiple platforms with alerts and response drafts for new feedback. It is an AI Agent Skill for Claude Code / OpenClaw, with 273 downloads so far.
How do I install Social Proof Collector?
Run "/install social-proof-collector" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Social Proof Collector free?
Yes, Social Proof Collector is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Social Proof Collector support?
Social Proof Collector is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Social Proof Collector?
It is built and maintained by merjua14 (@merjua14); the current version is v1.0.0.
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