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Nlp Toolkit
by
raghulpasupathi
· GitHub ↗
· v1.0.0
934
Downloads
0
Stars
4
Active Installs
1
Versions
Install in OpenClaw
/install nlp-toolkit
Description
Advanced NLP with perplexity scoring, burstiness analysis, and entropy calculation
Usage Guidance
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.
Capability Analysis
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.
Capability Assessment
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.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install nlp-toolkit - After installation, invoke the skill by name or use
/nlp-toolkit - Provide required inputs per the skill's parameter spec and get structured output
Version History
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.
Metadata
Frequently Asked Questions
What is Nlp Toolkit?
Advanced NLP with perplexity scoring, burstiness analysis, and entropy calculation. It is an AI Agent Skill for Claude Code / OpenClaw, with 934 downloads so far.
How do I install Nlp Toolkit?
Run "/install nlp-toolkit" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Nlp Toolkit free?
Yes, Nlp Toolkit is completely free (open-source). You can download, install and use it at no cost.
Which platforms does Nlp Toolkit support?
Nlp Toolkit is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Nlp Toolkit?
It is built and maintained by raghulpasupathi (@raghulpasupathi); the current version is v1.0.0.
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