academic-literature-scoutFind and synthesize academic papers, preprints, and evidence for a topic. Use when the task needs current papers, methods, evidence trends, or source-grounded summaries.
directory-repo-mapperMap ecosystems, directories, adjacent options, forks, and category clusters. Use proactively when the user wants the landscape, not just a shortlist.
forum-sentiment-hunterSearch Reddit, Hacker News, X, GitHub discussions, issue threads, and niche communities to extract what real users actually like, hate, or warn about. Use when the task benefits from raw community signal rather than polished summaries.
freshness-checkerVerify the most current version, release status, API behavior, SDK docs, pricing, or product state for fast-moving tools and technologies. Use when stale knowledge would be risky.
github-repo-auditorAudit GitHub repositories for maintenance health, implementation quality, issue patterns, setup friction, security risks, and real-world viability. Use when choosing between repos, checking if abandoned, or figuring out if a repo is worth adopting.
product-tool-scoutFind and rank tools, apps, APIs, SDKs, libraries, and products with high-signal research, maintenance checks, price/value tradeoffs, and real user feedback. Use when the task is discovery, comparison, or recommendation.
qa-critique-analystCritique plans, outputs, layouts, codebase changes, or analyses to find weak reasoning, missing edge cases, flawed assumptions, or presentation problems. Use when the main thread needs a sharp second opinion.
source-verifierVerify important claims using primary or near-primary sources, resolve contradictions, and label what is confirmed versus inferred or uncertain. Use when the main thread already has candidate findings and needs a factual backstop.