Pesquisa e Web
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magi-researchers
Three AI models, one synthesis — Claude, Gemini & Codex cross-verify each other for rigorous multi-perspective research
literature-engine
ALWAYS activate when the user needs to find, organize, review, or synthesize academic literature. Uses academic APIs (Semantic Scholar, OpenAlex, CrossRef, arXiv) via scripts/academic_search.py. Handles search strategy, snowballing, screening, concept matrices, narrative synthesis, and literature monitoring (detecting new publications since last search). NEVER use web scraping for paper discovery
magi-researchers
Three AI models, one synthesis — Claude, Gemini & Codex cross-verify each other for rigorous multi-perspective research
scientific-brainstorming
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have specific observations yet. For formulating testable hypotheses from data use hypothesis-generation.
questioner
课题研究提问引擎。综合知识审计报告、用户插入问题、既定框架,生成每轮最有价值的问题列表,驱动后续检索。是整个研究循环的核心引擎——问题的质量决定研究的深度。通常由 autodidact skill 调用,也可单独使用。
rp-research
Claude Code plugin with 22 AI recruiting skills. Source candidates, detect hiring signals, screen resumes, draft outreach, track pipelines. ATS-integrated. Free and open source.
networkx
Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centrality, clustering), detecting communities, generating synthetic networks, or visualizing network topologies. Applicable to social networks, biological net
research-grants
Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requirements.
peer-review
Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive feedback. Best for actual review writing, manuscript revision. For evaluating claims/evidence quality use scientific-critical-thinking; for quantitative scoring
statsmodels
Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference. Best for econometrics, time series, rigorous inference with coefficient tables. For guided statistical test selection with APA reporting use statistical-analysis.
latex-engine
Activate when the user wants to export a completed paper draft to production-ready LaTeX (.tex) and PDF. Converts draft.md + references.bib + figures/ into a complete arxiv-style LaTeX project with properly resolved \citep/\citet citations, booktabs tables, figure environments, and compiled PDF output.
autodidact
自动课题研究器。给定一个研究课题,自动循环执行"提问→检索→整理→评估",持续更新知识库直到研究目标达成。适用于行业调研、技术研究、概念理解、创业方案构建等场景。触发方式:用户说"帮我研究 X"、"调研一下 X"、"我想深入了解 X"、"/autodidact X"。