{"id":"puaclaw-puaclaw","name":"PUAClaw","homepage":"https://puaclaw.org","repo_url":"https://github.com/puaclaw/PUAClaw","category":"ai-ml","subcategories":[],"tags":["ai-ml","prompt-engineering","documentation","taxonomy","red-teaming","evaluation","misuse-detection","security"],"what_it_does":"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.","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"],"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.","alternatives":["OpenAI/other LLM safety documentation and eval frameworks (for red-teaming and misuse detection)","Prompt injection / jailbreaking detection and evaluation projects (classifiers, rubrics, benchmarks)","General-purpose LLM red-teaming toolkits (for behavior testing rather than persuasion-taxonomy templates)"],"af_score":22.0,"security_score":16.5,"reliability_score":12.5,"package_type":"skill","discovery_source":["openclaw"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:18:21.011386+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":[],"oauth":false,"scopes":false,"notes":"No authentication is applicable: this appears to be a documentation/repo framework rather than an API/service."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"No pricing details provided; repository content suggests it is freely accessible as documentation (MIT license)."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":22.0,"security_score":16.5,"reliability_score":12.5,"mcp_server_quality":0.0,"documentation_accuracy":40.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":100.0,"rate_limit_clarity":0.0,"tls_enforcement":0.0,"auth_strength":0.0,"scope_granularity":0.0,"dependency_hygiene":30.0,"secret_handling":60.0,"security_notes":"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.","uptime_documented":0.0,"version_stability":30.0,"breaking_changes_history":20.0,"error_recovery":0.0,"idempotency_support":"false","idempotency_notes":null,"pagination_style":"none","retry_guidance_documented":false,"known_agent_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."]}}