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1477009639zw-blip

Beta BS Detector

by 1477009639zw-blip · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install betabsdet
Description
Detects key claims in long messages and summarizes the real point. Uses NLP to find what someone is actually saying vs. what they want you to believe.
README (SKILL.md)

BS Detector — Find the Real Point

Detects claims, identifies fluff, and extracts the actionable truth from long messages.

Usage

python3 detect.py --input message.txt
python3 detect.py --text "Your long slack message here..."

Features

  • Claim extraction from long text
  • Fluff detection (filler, buzzwords, corporate speak)
  • Core point summarization
  • Sentiment analysis
  • Key numbers and facts highlighted

Example

Input: Long corporate email Output: "Core message: Deadline is Friday. Key ask: Approval by EOD Thursday."

Usage Guidance
This is a small local tool that runs with python3 and prints analysis to stdout. It does not send data over the network or request credentials. Before using: (1) review the included detect.py (already provided) if you have concerns; (2) do not point the --input argument at sensitive system files or secret/config files; (3) be aware the script has minor bugs (e.g., potential division by zero on empty input) but nothing indicating malicious behavior; (4) because the source and homepage are unknown, prefer running it in a restricted environment (local sandbox/VM) if you are cautious.
Capability Assessment
Purpose & Capability
The skill name and description match the provided detect.py implementation. Requiring python3 is appropriate for a bundled Python script. There are no unrelated binaries, credentials, or config paths requested.
Instruction Scope
SKILL.md instructs running detect.py with --input or --text. The script reads the file path you provide or prompts for pasted text and prints a local analysis. It does not call external endpoints or access other system configurations. Note: because it reads any file path the user supplies, you should avoid pointing it at sensitive system files or secrets.
Install Mechanism
No install spec — instruction-only with a single included Python file. Nothing is downloaded or written to disk by an installer step beyond the existing file, so install risk is low.
Credentials
No environment variables, credentials, or external tokens are requested. The required surface (python3) is minimal and proportional to the stated purpose.
Persistence & Privilege
The skill is not always-enabled (always:false) and is user-invocable. It does not modify other skills or system-wide settings and does not persist credentials.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install betabsdet
  3. After installation, invoke the skill by name or use /betabsdet
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
init
Metadata
Slug betabsdet
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Beta BS Detector?

Detects key claims in long messages and summarizes the real point. Uses NLP to find what someone is actually saying vs. what they want you to believe. It is an AI Agent Skill for Claude Code / OpenClaw, with 119 downloads so far.

How do I install Beta BS Detector?

Run "/install betabsdet" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Beta BS Detector free?

Yes, Beta BS Detector is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Beta BS Detector support?

Beta BS Detector is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Beta BS Detector?

It is built and maintained by 1477009639zw-blip (@1477009639zw-blip); the current version is v1.0.0.

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