| name | aislop-sweep |
| description | Gemini-native AI slop detection — scans all repos for AI-generated anti-patterns with 2M+ token grounding |
| capability | skill.aislop_sweep |
| node_name | node_skill_aislop_sweep_orchestrator |
| dot_color | 208 |
AI Slop Sweep Skill (Gemini Edition)
Detects AI-generated quality anti-patterns across all repositories, leveraging Gemini's massive context window to identify structural inconsistencies and violations of ONEX platform invariants.
Workflow
- Whole-Project Scan: Gemini ingests code across all repositories to identify "slop" patterns: phantom callables, backwards compat shims, prohibited env vars, agent-left TODOs, and empty implementations.
- Triage: Categorizes findings by severity (CRITICAL, ERROR, WARNING, INFO) and confidence.
- Remediation: Optionally creates Linear tickets or attempts auto-fixes for trivial patterns.
- Summary: Reports sweep results to Slack and the event bus.
Gemini Advantages
- Deep Pattern Matching: Recognizes subtle AI anti-patterns that simple regex-based scanners miss.
- Context-Aware Validation: Confirms "phantom callables" by checking the entire workspace for the existence of the referenced functions.
- Intelligent Triage: More accurately determines the severity of a finding by understanding its impact on the broader system architecture.
Arguments
--repos: Comma-separated repo names to scan.
--checks: Comma-separated pattern categories to scan for.
--ticket: Create Linear tickets for findings.
--auto-fix: Attempt auto-fix for trivial patterns.