ClawHub

Ab Predictor

v2.0.0

Predict which ad hook, email subject, or social post wins before you spend a dollar. Depth 3 — confidence intervals on every prediction, rewrite surgery with...

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by@drivenautoplex1
MIT-0
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LicenseMIT-0 · Free to use, modify, and redistribute. No attribution required.
Security Scan
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Benign
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Benign
high confidence
✓
Purpose & Capability
Name/description (A/B hook prediction) match the provided files and runtime instructions. The SKILL.md and ab_predictor.py implement a rule-based scorer for multiple ICPs and an optional premium backend loaded from a local sibling file. The only runtime dependency declared is python3, which is reasonable for a Python CLI tool.
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Instruction Scope
Runtime instructions are limited to running the included Python script with CLI flags (demo, text, variants, rewrite, cross-icp, etc.). The code will attempt to dynamically load a local optional module (content_resonance_scorer.py) from a sibling directory if present; that loaded file would be executed when present. The SKILL.md does not instruct reading unrelated system files or sending data to external endpoints.
✓
Install Mechanism
No install spec or remote downloads — the skill is instruction-only and ships a Python file. This minimizes install-time risk; no archives or third-party package installs are declared.
✓
Credentials
No environment variables, API keys, or credentials are required for the free tier. The premium integration is local-file based and does not declare remote credentials. The absence of requested secrets is proportionate to the described functionality.
✓
Persistence & Privilege
The skill does not request always:true, does not require modifying other skills or global agent config, and does not ask for persistent elevated privileges. Autonomous invocation is enabled by platform default but not combined with other concerning flags.
Assessment
This skill appears internally consistent and runs locally with python3. Before installing or running: 1) Inspect the included ab_predictor.py (already bundled) — it is the primary runtime; 2) Be aware the script will dynamically execute a sibling file named content_resonance_scorer.py if you place one in a content-resonance-scorer directory next to the skill — only add such a file from a trusted source because it will be executed; 3) There are no remote downloads or required secrets for the free tier, but avoid running untrusted code on sensitive hosts; 4) If you plan to use the premium backend, review that backend's code and provenance first and run in a sandbox if you have any doubt.

Like a lobster shell, security has layers — review code before you run it.

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License

MIT-0
Free to use, modify, and redistribute. No attribution required.
Termshttps://spdx.org/licenses/MIT-0.html

Runtime requirements

🧠 Clawdis
Any binpython3

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