observer
What this skill does
UX research and observation tool that collects user interaction data, surveys, and generates insights reports. All data is stored locally under user control.
github/leoyeai - Data Collection - 2.1k stars
Threat analysis
Skill info
pkg:github/LeoYeAI/openclaw-master-skills@e5199b5?skill=observerAssessments (2)
Data Collection
Data Collection via local-llm-review
scripts/setup.py
Generates a random anonymous participant ID using secrets.token_bytes and hashes it with SHA-256. While this is not directly a security risk, it does collect and store user data locally, which may be Data Persistence
Data Persistence via local-llm-review
scripts/log_observation.py
Stores observation and survey data in JSONL files under ~/.uxr-observer/sessions. This is standard for logging but may raise privacy concerns if users are not fully aware of the data being collected.Badge
Add the Anomity scan badge for observer to your README.
How Anomity governs this at runtime
Scan-time vetting tells you what a skill says it will do. Anomity's Endpoint Sensor sees what agents actually do: it discovers skills alongside every other AI artifact on the endpoint, and runtime governance can allow, deny, or log the tool calls a skill triggers. Policy violations route to your SIEM, Slack, email, or Jira, backed by a queryable 90-day audit trail.
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Methodology and disputes
Every skill is assessed by the Anomity Skill Intelligence engine against its public source; findings indicate risk patterns, not confirmed exploitation. Maintainer of observer? Report an issue or request a rescan.
