Module-building skills for your AI ecosystem — build skills, build agents, architect repositories into modules and plugins in a scaffolding of your choice
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Data analyst — success metrics, KPIs, measurement strategies, business impact analysis, data-driven evaluation. USE WHEN metrics design, success criteria, impact analysis, data strategy.
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Documentation specialist — README quality, API docs, developer experience, onboarding clarity. USE WHEN documentation review, README evaluation, developer experience assessment, onboarding analysis.
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Forensic security analyst — PII detection, secret scanning, identity leak auditing across git history, staged changes, working tree, all branches, and cross-repo GitHub-wide audits. USE WHEN PII scan, leaked name, pre-publication audit, git history audit, secret scan, security review, forensic analysis, scan my github.
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Product manager — requirements clarity, user goals, roadmap alignment, market fit, prioritization trade-offs. USE WHEN requirements review, feature scoping, roadmap decisions, product strategy.
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Provenance and deployment integrity auditor -- validates SLSA sidecars, manifests, and drift across providers. USE WHEN check provenance, audit deployment, verify integrity, detect drift, stale files, manifest check.
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Security policy architect — threat modeling, security posture, policy design, architectural risk. USE WHEN security review, threat model, security policy, architectural security assessment.
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Skill quality reviewer — evaluates SKILL.md frontmatter, description trigger effectiveness, body content quality, and progressive disclosure. USE WHEN reviewing a newly created or modified skill, checking skill quality, evaluating trigger phrases, auditing skills before deployment, improving skill description.
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System architect — design patterns, boundaries, dependencies, scalability, long-term trade-offs. USE WHEN architecture decisions, system design, boundary analysis, scalability assessment.
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Devil's advocate — stress-tests ideas, plans, proposals, and decisions. USE WHEN critical analysis, challenge assumptions, decision review, risk assessment.
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Strategic web researcher — multi-query decomposition, parallel search, scholarly synthesis with citations. USE WHEN deep research, topic investigation, source analysis, evidence synthesis.
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Analyze blind comparison results to understand WHY the winner won and generate improvement suggestions.
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Compare two outputs WITHOUT knowing which skill produced them.
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Evaluate expectations against an execution transcript and outputs.