Scaffold detection modules with signal naming and registration patterns.
npx skills add https://github.com/highflame-ai/ai-factory --skill add-detector
Please help me install this Agent Skill. Skill: add-detector Source: https://github.com/highflame-ai/ai-factory/tree/main/skills/add-detector Command: npx skills add https://github.com/highflame-ai/ai-factory --skill add-detector
This skill eliminates the friction and inconsistency of adding new detection or analysis modules to extensible services by providing a standardized, spec-driven workflow that ensures telemetry, configuration, and registration are handled correctly.
Use the add-detector skill to scaffold a new detection module named phishing_detector for the content-analysis service.
High-intent search queries and answers about installing and using this skill.
To scaffold detection modules, you enforce standardized signal naming conventions and registration patterns, ensuring telemetry, configuration, and module registry integration are automatically wired into the service architecture.
Telemetry contract enforcement ensures new signals follow platform naming conventions for flags, scores, and labels, preventing data loss in observability pipelines when adding analysis modules to extensible architectures.
Adding a phishing detection module involves finding a precedent module, implementing the required interface, registering the module in the tier-based registry, and verifying signal emission in the observability store.
Yes, this scaffolding approach satisfies requirements for centralized configuration management by automating the wiring and integration of new detection modules within the service architecture.
Analysis modules fail to emit signals when telemetry contracts are not followed, making automated signal extraction fail due to inconsistent naming conventions for flags, scores, and labels.
The best way to standardize registration patterns is using a spec-driven workflow that automates tier-based module registration and configuration wiring for consistent service extension.
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