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在 OpenClaw 中安装
/install plagiarism-checker-pre-screener
功能描述
Use when: User provides text/document and asks to check originality, detect plagiarism, assess similarity, or rewrite high-duplicate content. Triggers: "chec...
安全使用建议
This skill appears coherent and local-only, but before installing or running it: 1) review the full scripts/main.py (the prompt version was truncated) to confirm there are no network calls, telemetry, or attempts to read unrelated files; 2) verify input-path validation (reject '../' and absolute paths) to avoid path-traversal and accidental disclosure; 3) run it in a sandbox/workspace with non-sensitive test files first to confirm outputs and error handling; 4) check paraphrasing outputs carefully because automated rewrites can change meaning; and 5) consider adding dependency pinning and a brief security review if you will run it on confidential documents.
功能分析
Type: OpenClaw Skill
Name: plagiarism-checker-pre-screener
Version: 1.0.0
The plagiarism-checker-pre-screener skill is a legitimate tool for local text similarity analysis and basic paraphrasing. The core logic in `scripts/main.py` implements standard NLP algorithms (TF-IDF, Cosine Similarity, and Jaccard index) using only Python's standard library and the `dataclasses` module. There is no evidence of network activity, data exfiltration, or unauthorized file system access; all operations are performed locally on the provided input text or files.
能力评估
Purpose & Capability
Name/description (plagiarism detection + paraphrasing) match the SKILL.md and the included algorithm and paraphrasing documentation. Required capabilities (file I/O, local NLP algorithms, paraphrasing) are consistent with what is present in the repository; no unrelated credentials or tools are requested.
Instruction Scope
SKILL.md instructs running scripts/main.py on local text or files and explicitly states processing is local and input paths should be validated. The code shown implements segmentation, similarity metrics, and paraphrasing locally. However, the provided main.py in the prompt was truncated, so I cannot confirm whether the CLI implementation enforces the documented input-path validation (no '../' traversal), sanitizes errors, or includes any hidden behaviors (network calls, reading unrelated system files).
Install Mechanism
No install spec; only a lightweight requirements.txt (dataclasses). Being instruction-only plus a local script is low-risk from an install perspective — nothing is downloaded or installed beyond standard Python packages.
Credentials
No environment variables, credentials, or config paths are requested. This is proportionate for a local plagiarism tool that claims no external APIs.
Persistence & Privilege
Skill is not flagged as always: true and does not request persistent system presence. It appears to run as an on-demand script with no modifications to other skills or system-wide settings.
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 plagiarism-checker-pre-screener - 安装完成后,直接呼叫该 Skill 的名称或使用
/plagiarism-checker-pre-screener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 Plagiarism Checker Pre-Screener.
- Detects highly similar or potentially plagiarized text segments using TF-IDF, cosine similarity, and semantic embeddings.
- Provides an overall originality score and highlights flagged sections.
- Offers AI-powered paraphrasing suggestions for duplicate content.
- Supports text inputs and document files (txt, md, docx - via text extraction).
- All processing is local for privacy and data security.
元数据
常见问题
Plagiarism Checker 是什么?
Use when: User provides text/document and asks to check originality, detect plagiarism, assess similarity, or rewrite high-duplicate content. Triggers: "chec... 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 175 次。
如何安装 Plagiarism Checker?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install plagiarism-checker-pre-screener」即可一键安装,无需额外配置。
Plagiarism Checker 是免费的吗?
是的,Plagiarism Checker 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Plagiarism Checker 支持哪些平台?
Plagiarism Checker 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 Plagiarism Checker?
由 AIpoch(@aipoch-ai)开发并维护,当前版本 v1.0.0。
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