← 返回 Skills 市场
Nlp Toolkit
作者
raghulpasupathi
· GitHub ↗
· v1.0.0
934
总下载
0
收藏
4
当前安装
1
版本数
在 OpenClaw 中安装
/install nlp-toolkit
功能描述
Advanced NLP with perplexity scoring, burstiness analysis, and entropy calculation
安全使用建议
This skill appears coherent and only runs local statistical analyses on provided text (no networking, no credentials). However: 1) the perplexity implementation is a simplistic heuristic and may misclassify content — test it with known human/AI examples before relying on results; 2) the skill has unknown provenance (no homepage, source unknown) — if you need higher assurance, request the original source or review the full implementation in a trusted environment; 3) because it can be invoked by the agent, avoid granting it additional credentials or combining it with other skills that do network or file I/O unless you review those integrations.
功能分析
Type: OpenClaw Skill
Name: nlp-toolkit
Version: 1.0.0
The OpenClaw skill bundle 'nlp-toolkit' is benign. The `SKILL.md` provides clear instructions and the embedded JavaScript code (`SKILL.md`) performs only string processing and mathematical calculations for NLP metrics. There is no evidence of file system access, network communication, child process execution, environment variable access, or any prompt injection attempts against the AI agent. The code's behavior is fully aligned with its stated purpose.
能力评估
Purpose & Capability
Name/description (NLP analysis with perplexity, burstiness, entropy) matches the JS implementation in SKILL.md. There are no unrelated environment variables, binaries, or installs requested.
Instruction Scope
Instructions implement only local text analysis (no network, no file or env access). However, the 'perplexity' calculation is a simplified heuristic (unique-word ratio) rather than true language-model perplexity — this is a functional limitation (potential for false positives/negatives), not a coherence/security problem.
Install Mechanism
No install spec and no code files beyond SKILL.md — nothing is written to disk or downloaded by the skill itself.
Credentials
Skill requests no environment variables, credentials, or config paths; requested access is proportional to the stated purpose.
Persistence & Privilege
Skill is not marked always:true and is user-invocable (default). It does not request persistent privileges or modify other skills or system 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 nlp-toolkit - 安装完成后，直接呼叫该 Skill 的名称或使用
/nlp-toolkit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 NLP Toolkit for advanced AI content detection.
- Provides analysis using perplexity, burstiness, and entropy metrics.
- Returns confidence scores and explanatory outputs for AI/human writing distinction.
- Includes configurable thresholds and minimum text length option.
- Outputs detailed token distribution statistics.
元数据
常见问题
Nlp Toolkit 是什么？
Advanced NLP with perplexity scoring, burstiness analysis, and entropy calculation. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件，目前累计下载 934 次。
如何安装 Nlp Toolkit？
在 OpenClaw 或 Claude Code 对话框中运行命令「/install nlp-toolkit」即可一键安装，无需额外配置。
Nlp Toolkit 是免费的吗？
是的，Nlp Toolkit 完全免费（开源免费），可自由下载、安装和使用。
Nlp Toolkit 支持哪些平台？
Nlp Toolkit 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 Nlp Toolkit？
由 raghulpasupathi（@raghulpasupathi）开发并维护，当前版本 v1.0.0。
推荐 Skills