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Install in OpenClaw
/install openreview-review-analyzer
Description
Fetch and analyze peer reviews from OpenReview for any academic paper. Use this skill when the user mentions OpenReview, asks about reviews for a paper, want...
Usage Guidance
This skill appears to do what it claims: it will make network requests to OpenReview (api2.openreview.net / api.openreview.net) and write a JSON file to /tmp/openreview_<forum_id>.json, then produce a synthesis using the bundled template. It does not request credentials. Before installing, you may want to: (1) review the full fetch_reviews.py file yourself (it runs as your user with Python), (2) confirm your environment allows outgoing HTTPS to api2.openreview.net, and (3) be aware that fallbacks include web searches or web_fetch calls that will query other websites for cached review content. If your environment forbids outbound network access or you must avoid writing files to /tmp, do not install or run the skill.
Capability Analysis
Type: OpenClaw Skill
Name: openreview-review-analyzer
Version: 1.0.1
The skill is a legitimate tool designed to fetch and analyze academic peer reviews from OpenReview. It uses a Python script (scripts/fetch_reviews.py) to interact with the official OpenReview API (v1 and v2) and generates a structured report based on a provided template (references/report-template.md). The script correctly handles API communication using standard libraries and includes fallback mechanisms (web_fetch/web_search) in the instructions (SKILL.md) to ensure reliability. No malicious behavior, data exfiltration, or exploitable vulnerabilities were identified.
Capability Assessment
Purpose & Capability
Name/description match the actual behavior: the included Python script and SKILL.md fetch review notes from OpenReview APIs and synthesize them. Required binary (python3) is appropriate and no unrelated services or credentials are requested.
Instruction Scope
Runtime instructions are focused on extracting a forum ID, running the included script, and generating a report from the fetched JSON. The fallback instructions include web_fetch and web_search for additional retrieval, which stays within the goal but means the agent may perform broader web queries if the API fails.
Install Mechanism
There is no install spec (instruction-only skill with an included script). That minimizes install risk; the script uses only standard libraries or requests (if present). No downloads or external installers are performed.
Credentials
The skill declares no environment variables, no credentials, and no config paths. The functionality (reading public OpenReview data) does not require secrets, so the requested privileges are proportionate.
Persistence & Privilege
The skill is user-invocable and not always-enabled. It does not request persistent agent-wide privileges or modify other skills/config; autonomy defaults are unchanged.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install openreview-review-analyzer - After installation, invoke the skill by name or use
/openreview-review-analyzer - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.1
No user-facing changes in this version; documentation and functionality remain the same.
v1.0.0
OpenReview Review Analyzer 1.0.0 – Initial Release
- Fetches all public peer reviews, metadata, and comments for academic papers on OpenReview.
- Automatically triggers on OpenReview URLs, forum IDs, or user requests related to summarizing or analyzing reviews.
- Runs a Python script (no external dependencies) to collect and organize review, rating, comment, and meta-data.
- Includes robust fallback methods if review fetching fails, such as direct API calls, web searches, or notifying the user if content isn’t public.
- Generates structured synthesis reports with reviewer ratings, consensus, disagreements, key issues, author responses, and meta-review summaries.
- Adapts the output language to match the user’s input language.
Metadata
Frequently Asked Questions
What is openreview-review-analyzer?
Fetch and analyze peer reviews from OpenReview for any academic paper. Use this skill when the user mentions OpenReview, asks about reviews for a paper, want... It is an AI Agent Skill for Claude Code / OpenClaw, with 308 downloads so far.
How do I install openreview-review-analyzer?
Run "/install openreview-review-analyzer" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is openreview-review-analyzer free?
Yes, openreview-review-analyzer is completely free (open-source). You can download, install and use it at no cost.
Which platforms does openreview-review-analyzer support?
openreview-review-analyzer is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created openreview-review-analyzer?
It is built and maintained by Vector (@vectorsss); the current version is v1.0.1.
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