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paper-cluster-survey-v2-2
by
huang888596
· GitHub ↗
· v2.2.0
· MIT-0
213
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Install in OpenClaw
/install paper-cluster-survey-v2-2
Description
Extract structured paper records from one or more local PDFs, arXiv links, DOI links, or general paper URLs, then classify the papers and write an academic s...
Usage Guidance
This skill appears coherent and implements what it claims: normalizing sources, extracting text/metadata from PDFs and paper URLs, classifying, and rendering a review. Before using it consider: (1) Provide only trusted URLs and local files — the extractor will fetch arbitrary HTTP(S) URLs and follow redirects, which can reach internal network endpoints (SSRF-like risk) and return their contents into the review pipeline. (2) High-quality PDF extraction can depend on optional local tools (pdftotext, mutool, or python3+pypdf); if those are not installed the script falls back to less-accurate methods. (3) The scripts invoke child processes and write temporary files under the OS temp directory — run them in a sandbox or environment you control if you are concerned about sensitive data. (4) No credentials are requested by the skill. If you plan to install, ensure Node.js 18+ is available and review any inputs (URLs/paths) you hand to the skill.
Capability Analysis
Type: OpenClaw Skill
Name: paper-cluster-survey-v2-2
Version: 2.2.0
The skill bundle contains high-risk capabilities, specifically in `scripts/extract-paper-records.mjs`, which uses `spawnSync` to execute shell commands and external binaries (e.g., pdftotext, python3) and `fetch` to access arbitrary URLs. While these functions are plausibly necessary for the stated purpose of extracting data from PDFs and web-based paper sources, the use of shell execution and network access represents a significant security risk without additional sandboxing. No evidence of intentional malice, such as data exfiltration or backdoors, was detected.
Capability Assessment
Purpose & Capability
Name/description match the included scripts and SKILL.md. The scripts implement normalization, fetching/extraction, and review rendering which are the stated capabilities. Optional tooling (pdftotext, mutool, python3+pypdf) is referenced for higher-quality PDF extraction but is not required to run the scripts.
Instruction Scope
The SKILL.md confines actions to normal extraction, classification, and review drafting. Runtime scripts will (a) read local PDF paths you provide, (b) fetch HTTP/HTTPS URLs you provide (following redirects), and (c) run local PDF extraction tools if available. There is no instruction to read unrelated system files or to transmit data to third-party endpoints other than the original paper URLs. Note: because the extractor will fetch arbitrary URLs supplied by the user and follow redirects, supplying untrusted URLs can cause network access (including to internal endpoints) and return their contents into the pipeline.
Install Mechanism
No install spec is provided (instruction-only skill). The repository contains Node.js scripts (ESM) but nothing that downloads remote install artifacts or executes remote installers. This is a low-risk install surface; running the scripts requires Node.js available in the environment.
Credentials
The skill requests no environment variables, credentials, or config paths. The scripts use local filesystem access for user-supplied PDF paths and temporary directories for downloads, which is expected and proportional to the purpose.
Persistence & Privilege
The skill does not request always:true and does not modify other skills or system-wide agent settings. It runs as transient scripts and writes temporary files when downloading PDFs; this is normal for the task.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install paper-cluster-survey-v2-2 - After installation, invoke the skill by name or use
/paper-cluster-survey-v2-2 - Provide required inputs per the skill's parameter spec and get structured output
Version History
v2.2.0
第一次上传
Metadata
Frequently Asked Questions
What is paper-cluster-survey-v2-2?
Extract structured paper records from one or more local PDFs, arXiv links, DOI links, or general paper URLs, then classify the papers and write an academic s... It is an AI Agent Skill for Claude Code / OpenClaw, with 213 downloads so far.
How do I install paper-cluster-survey-v2-2?
Run "/install paper-cluster-survey-v2-2" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is paper-cluster-survey-v2-2 free?
Yes, paper-cluster-survey-v2-2 is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does paper-cluster-survey-v2-2 support?
paper-cluster-survey-v2-2 is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created paper-cluster-survey-v2-2?
It is built and maintained by huang888596 (@huang888596); the current version is v2.2.0.
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