Research

Given an edition delta (from framework-edition-tracker), propose the SPECIFIC updates to every affected skill description, reference file, and coverage map — locate each site that cites or maps the old edition, propose the concrete change per site (renamed category, added/removed control, restructured mapping, updated edition string), surface any new coverage GAP the edition introduces, and flag the whole set for HUMAN REVIEW before anything lands. Proposes; never auto-applies. Downstream of ...

Use when team expertise is needed to unblock implementation decisions.

Use when team debugger behavior is failing and root cause must be isolated quickly.

Use when implementing search functionality with production-grade patterns and safeguards.

Use when implementing scikit learn functionality with production-grade patterns and safeguards.

Use when research synthesizer expertise is needed to unblock implementation decisions.

Use when research work spans multiple steps and needs planning plus execution coordination.

Use when report generator expertise is needed to unblock implementation decisions.

Use when query clarifier expertise is needed to unblock implementation decisions.

Use when podcast trend scout expertise is needed to unblock implementation decisions.

Use when market research expertise is needed to unblock implementation decisions.

Use when implementing fiber functionality with production-grade patterns and safeguards.

Use when comprehensive researcher expertise is needed to unblock implementation decisions.

Audits websites for WCAG 2.1 AA accessibility compliance with actionable findings

Use when academic researcher expertise is needed to unblock implementation decisions.

Use when academic research synthesizer expertise is needed to unblock implementation decisions.

Create a detailed, phased implementation plan with documentation discovery. Use when asked to plan a feature, task, or multi-step implementation — especially before executing with do.

Create a detailed, phased implementation plan with documentation discovery. Use when asked to plan a feature, task, or multi-step implementation — especially before executing with do.

Conduct multi-round deep research on any GitHub Repo. Use when users request comprehensive analysis, timeline reconstruction, competitive analysis, or in-depth investigation of GitHub. Produces structured markdown reports with executive summaries, chronological timelines, metrics analysis, and Mermaid diagrams. Triggers on Github repository URL or open source projects.

Use this skill instead of WebSearch for ANY question requiring web research. Trigger on queries like "what is X", "explain X", "compare X and Y", "research X", or before content generation tasks. Provides systematic multi-angle research methodology instead of single superficial searches. Use this proactively when the user's question needs online information.

Use this skill when the user requests to generate, create, or write professional research reports including but not limited to market analysis, consumer insights, brand analysis, financial analysis, industry research, competitive intelligence, investment due diligence, or any consulting-grade analytical report. This skill operates in two phases — (1) generating a structured analysis framework with chapter skeleton, data query requirements, and analysis logic, and (2) after data collection by ...

Use this skill when the user requests to review, analyze, critique, or summarize academic papers, research articles, preprints, or scientific publications. Supports comprehensive structured reviews covering methodology assessment, contribution evaluation, literature positioning, and constructive feedback generation. Trigger on queries involving paper URLs, uploaded PDFs, arXiv links, or requests like "review this paper", "analyze this research", "summarize this study", or "write a peer review".

End-to-end pipeline for writing ML/AI research papers — from experiment design through analysis, drafting, revision, and submission. Covers NeurIPS, ICML, ICLR, ACL, AAAI, COLM. Integrates automated experiment monitoring, statistical analysis, iterative writing, and citation verification.

Optional vendor skill for Parallel CLI — agent-native web search, extraction, deep research, enrichment, FindAll, and monitoring. Prefer JSON output and non-interactive flows.