PUAClaw
PUAClaw is a documentation-first framework for classifying and organizing prompt-based psychological persuasion / unconventional rhetoric techniques used with LLMs. The repository primarily provides taxonomies, technique categories, templates/“prompt” wording examples, and related documentation (e.g., glossary, FAQ, technique index), rather than a software service or API.
Score Breakdown
⚙ Agent Friendliness
🔒 Security
Security posture cannot be assessed from the provided excerpts because there is no code/API details, dependency manifest, or deployment description. However, the content explicitly organizes and describes psychological coercion techniques for LLM prompts; this increases misuse risk if used to generate persuasive/manipulative prompts in real settings. No evidence is provided for secure development practices, secrets handling, or transport security.
⚡ Reliability
Best When
You need a structured reference taxonomy for analyzing or categorizing prompt-based persuasion techniques in an offline/documentation context.
Avoid When
You need a reliable, security-hardened software library or an API for runtime use; or you intend to use the provided technique templates to apply coercion in real-world settings.
Use Cases
- • Researching and documenting prompt-injection/behavior-manipulation patterns in LLM prompts (taxonomy/recordkeeping)
- • Building internal evaluations or red-teaming taxonomies for prompt-based coercion attempts
- • Studying psychological influence patterns as they appear in prompt engineering and LLM interactions (academic/educational)
- • Creating moderation/classification datasets or rubrics to detect persuasive/unconventional prompt patterns
Not For
- • Operational deployment to manipulate users or influence decisions
- • Anything intended to coerce real people or produce targeted psychological harm
- • A toolchain expecting a programmatic API/SDK to call or integrate into production systems
Interface
Authentication
No authentication is applicable: this appears to be a documentation/repo framework rather than an API/service.
Pricing
No pricing details provided; repository content suggests it is freely accessible as documentation (MIT license).
Agent Metadata
Known Gotchas
- ⚠ This is not an executable software service; agents expecting endpoints/tools will find none.
- ⚠ The repository content includes examples/taxonomies related to coercive persuasion; using those as-is could be disallowed depending on the agent’s policy and the surrounding system’s safety rules.
Alternatives
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Scores are editorial opinions as of 2026-03-30.