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Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and actionable feedback.

Look up current research information using the Parallel Chat API (primary) or Perplexity sonar-pro-search (academic paper searches). Automatically routes queries to the best backend. Use for finding papers, gathering research data, and verifying scientific information.

Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.

Perform AI-powered web searches with real-time information using Perplexity models via LiteLLM and OpenRouter. This skill should be used when conducting web searches for current information, finding recent scientific literature, getting grounded answers with source citations, or accessing information beyond the model knowledge cutoff. Provides access to multiple Perplexity models including Sonar Pro, Sonar Pro Search (advanced agentic search), and Sonar Reasoning Pro through a single OpenRouter API key.

Identify computational bottlenecks, analyze scaling behavior, estimate memory requirements, and receive optimization recommendations for any computational simulation. Use when simulations are slow, investigating parallel efficiency, planning resource allocation, or seeking performance improvements through timing analysis, scaling studies, memory profiling, or bottleneck detection.

Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office documents), generating AI-powered notes and summaries, creating multi-speaker podcasts from research, chatting with documents using context-aware AI, searching across materials with full-text and vector search, or running custom content transformations. Supports 16+ AI providers including OpenAI, Anthropic, Google, Ollama, Groq, and Mistral with complete data privacy through self-hosting.

Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and scientific communication. Includes layout design, color schemes, multi-column formats, figure integration, and poster-specific best practices for visual communication.

Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For Python workflows with multiple databases, prefer bioservices. Use this for direct HTTP/REST work or KEGG-specific control.

Create professional infographics using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Integrates research-lookup and web search for accurate data. Supports 10 infographic types, 8 industry styles, and colorblind-safe palettes.

Assists with research grant proposal writing including specific aims, significance framing, innovation articulation, approach design, and budget justification for NIH, NSF, ERC, and other funding agencies; trigger when users discuss grant proposals, funding applications, or research funding strategy.

Performs geospatial data analysis including GIS operations, spatial statistics, remote sensing image processing, geocoding, and cartographic visualization; trigger when users discuss maps, coordinates, satellite imagery, spatial patterns, or geographic data.

Geospatial and climate data analysis with geopandas and xarray. Use when: (1) geographic vector data analysis, (2) climate and weather NetCDF data, (3) spatial joins and overlay operations, (4) map visualization, (5) CRS transformations and area calculations. NOT for: satellite imagery ML (use rasterio/torchgeo), real-time GPS tracking, or interactive web maps (use folium/leaflet directly).

Orchestrates a genomics analysis workflow from gene query through expression analysis to pathway enrichment. Use when investigating gene function, analyzing expression data, or performing pathway-level interpretation. NOT for pure protein structure modeling or drug-target interaction analysis.

Performs genomics analyses including gene expression profiling, BLAST sequence alignment, GWAS interpretation, variant calling, and genome assembly tasks; trigger when the user mentions DNA/RNA sequences, SNPs, gene panels, or comparative genomics.

Analyzes food science topics including nutritional composition, food chemistry, food safety hazard analysis, sensory evaluation design, and food processing optimization; trigger when users discuss nutrients, food additives, HACCP, shelf life, or food product development.

Verify scientific claims, political statements, and environmental assertions against evidence

Design rigorous scientific experiments with power analysis and controls. Use when: user needs to plan an experiment, calculate sample sizes, or set up controls. NOT for: running experiments or analyzing collected data.

Performs epidemiological analyses including disease modeling (SIR/SEIR), outbreak investigation, risk factor identification, incidence/prevalence estimation, and causal inference from observational data; trigger when users discuss disease spread, public health data, or population-level health patterns.

Analyzes environmental and climate data including temperature trends, pollution monitoring, ecological modeling, carbon footprint assessment, and biodiversity metrics; trigger when users discuss climate change, ecosystems, pollutants, or sustainability assessments.

Analyzes energy systems including renewable energy resource assessment, power grid modeling, battery storage optimization, energy efficiency evaluation, and techno-economic analysis of energy technologies; trigger when users discuss solar, wind, grid integration, energy storage, or power system design.

Supports education research including pedagogical method evaluation, learning analytics, assessment design, curriculum development analysis, and educational technology evaluation; trigger when users discuss teaching effectiveness, learning outcomes, educational interventions, or student performance data.

Economic analysis including econometrics, causal inference, time series economics, game theory, welfare analysis, and economic modeling. Use when user works with economic data, regression analysis, instrumental variables, difference-in-differences, RDD, panel data, or economic theory. Triggers on "econometrics", "regression", "causal inference", "instrumental variable", "difference-in-differences", "panel data", "game theory", "supply demand", "GDP", "inflation", "economic model".

Orchestrates a full drug discovery workflow from target identification through lead optimization. Use when searching for drug candidates against a biological target, evaluating compound libraries, or optimizing hits for drug-likeness. NOT for pure protein structure analysis or single-compound lookups.

Supports drug discovery workflows including target identification, virtual screening, ADMET prediction, lead optimization, pharmacokinetics modeling, and drug repurposing analyses; trigger when users discuss drug targets, compound libraries, medicinal chemistry, or pharmaceutical development.

Discord ops via the message tool (channel=discord).

Extract numerical data from scientific figure images using Claude vision + OpenCV calibration. Supports 26+ plot types including bar charts, scatter plots, forest plots, Kaplan-Meier curves, box plots, and more.

Academic metadata search via CrossRef API. Use when: user needs DOI resolution, citation counts, journal metadata, or publisher info. NOT for: full-text access or downloading papers.

Access Copernicus Climate Data Store (CDS) for ERA5 reanalysis, climate projections, and satellite observations. Use when: (1) retrieving historical weather/climate data, (2) downloading ERA5 reanalysis fields, (3) querying climate projections (CMIP), (4) getting satellite-derived climate variables. NOT for: real-time weather forecasts (use weather APIs), ocean biology (use Copernicus Marine), air quality (use CAMS).

Scientific programming best practices including reproducible research, computational notebooks, version control for research, data management, HPC/parallel computing, and research software engineering. Use when user needs help with research code organization, reproducibility, scientific Python/R workflows, or computational infrastructure. Triggers on "reproducible research", "research code", "scientific computing", "HPC", "parallel computing", "Jupyter", "notebook", "data management plan", "research software", "code review for science".

Execute scientific Python code for computation, data analysis, simulation, and verification. Use when: (1) running statistical analyses, (2) numerical computation, (3) data processing pipelines, (4) verifying calculations, (5) running simulations. NOT for: literature search (use literature-search), writing papers (use paper-writing), or non-computational tasks.

Designs and analyzes clinical trials including sample size calculation, randomization schemes, endpoint selection, CONSORT reporting, and interim analysis planning; trigger when users ask about RCTs, Phase I-IV trials, or clinical study design.

Use the ClawHub CLI to search, install, update, and publish agent skills from clawhub.com. Use when you need to fetch new skills on the fly, sync installed skills to latest or a specific version, or publish new/updated skill folders with the npm-installed clawhub CLI.

Analyze citation networks, compute bibliometric indicators, and identify research fronts. Use when: user asks about citation patterns, h-index, co-authorship networks, research trends, or bibliometric analysis. NOT for: literature searching (use literature-search) or writing papers (use paper-writing).

Computational chemistry tools including molecular structure, chemical reactions, thermodynamics, spectroscopy analysis, and cheminformatics. Use when user works with chemical formulas, molecular structures, reaction balancing, thermodynamic calculations, or chemical databases (PubChem, ChemSpider). Triggers on "chemical structure", "molecular weight", "balance equation", "reaction", "thermodynamics", "spectroscopy", "SMILES", "PubChem", "chemical formula", "stoichiometry".

US Census Bureau data via API. Use when: user asks about US demographics, population, housing, or economic data by geography. NOT for: non-US data or real-time statistics.

Use when you need to send or manage iMessages via BlueBubbles (recommended iMessage integration). Calls go through the generic message tool with channel="bluebubbles".

Performs biostatistical analyses specialized for clinical and biomedical research including survival analysis, Kaplan-Meier estimation, Cox proportional hazards regression, longitudinal data modeling, and diagnostic test evaluation; trigger when users discuss clinical outcomes, survival curves, or biomedical study statistics.

Performs bioinformatics analyses including pathway enrichment, gene ontology analysis, protein-protein interaction networks, multi-omics integration, and biological sequence database querying; trigger when users discuss gene sets, biological pathways, functional annotation, or omics data integration.

Analyzes astronomical observations and cosmological models including telescope data processing, celestial mechanics calculations, stellar evolution, galaxy classification, and cosmological parameter estimation; trigger when users discuss stars, galaxies, exoplanets, dark matter, or the universe's large-scale structure.

Screen papers for systematic reviews using ASReview active learning. Use when: user has a large set of papers to screen for inclusion/exclusion, wants to prioritize relevant papers, or needs to reduce manual screening workload. NOT for: searching papers (use literature-search) or meta-analysis (use meta-analysis).

Search arXiv for preprints in physics, math, CS, quantitative biology, quantitative finance, statistics, electrical engineering, economics. Use when: (1) finding preprints by topic, (2) searching by author, (3) browsing arXiv categories, (4) getting paper metadata/abstracts. NOT for: published journal articles (use crossref-search), biomedical (use pubmed-search).

Feishu knowledge base navigation. Activate when user mentions knowledge base, wiki, or wiki links.

Feishu permission management for documents and files. Activate when user mentions sharing, permissions, collaborators.

Feishu cloud storage file management. Activate when user mentions cloud space, folders, drive.

Use the diffs tool to produce real, shareable diffs (viewer URL, file artifact, or both) instead of manual edit summaries.

Route plain-language requests for Pi, Claude Code, Codex, OpenCode, Gemini CLI, or ACP harness work into either OpenClaw ACP runtime sessions or direct acpx-driven sessions ("telephone game" flow). For coding-agent thread requests, read this skill first, then use only `sessions_spawn` for thread creation.

当用户想创建一个新技能时使用——用户描述想要的能力（说"帮我写个技能/创建一个 skill/生成 SKILL.md/做个 XX 技能"），本技能引导生成规范的 SKILL.md（name、description、正文指令）。若要交付成可上传插件包，可继续按「插件包标准化」规则补 plugin.json/图标、导出标准包，最后询问用户是否安装。

当用户要把手头的工具打包/标准化成 pinvou 插件包时使用——包括纯技能(SKILL.md)、纯 MCP 服务或它们的组合包。用户说"打包/做成插件包/标准化这个工具/给我一个能上传的标准包/写 plugin.json/加个图标"等，或给了散乱脚本/目录要整理成可上传 zip 时，用本技能把内容规范成 plugin-protocol 标准包（补 plugin.json、补 mcp/manifest.json、补 SKILL.md、补图标、校验命名）。

撰写规范的党政机关公文。当用户要"写/起草/拟一份 通知 / 意见 / 公文"时使用。当前内置文种：通知、意见，印发型主件支持办法/规定（法规体例；请示/报告/函可扩展，在 templates/ 增模板）。按《党政机关公文格式》GB/T 9704-2012 套发文字号、主送机关、层级序号、落款与固定话术，结构化内容经 gongwen MCP 渲染为合规 .docx。

何时用:仅当用户明确指向企业微信待办(建/查/改企微待办)时使用;泛指记个待办/提醒默认走本地工具,不要误用。企微待办:创建、删除或退出、完成、查询和筛选,以及修改标题、描述、参与人名单和截止时间。

何时用:仅当用户明确指向企业微信『智能表格』(内容/结构/样式操作)或提供 doc.weixin.qq.com/smartsheet/ 链接时使用;泛指做表格默认先按消歧确认,在线表格走 wecomcli-sheet。智能表格数据、结构与样式管理:读取表结构与记录,管理子表/字段/记录/视图/图表,修改行列样式;851003 时 Webhook 兜底写入。

何时用:企业微信智能文档/智能主页/smartpage 相关诉求(含 doc.weixin.qq.com/smartpage/ 或 page.weixin.qq.com/smartpage/ 链接),或泛指「创建/写/整理文档」的企微诉求时使用;纯本地文档默认走本地工具。能力:新建/导入(.md)、读取、修改内容(整页重写/局部编辑/增删子页面)、上传附件、搭建带看板/图表的数据系统页面与信息收集表单、获取内置智能表格。

何时用:仅当用户明确指向企业微信『在线表格』或提供 doc.weixin.qq.com/sheet/ 链接时使用;泛指做表格默认先按消歧确认,智能表格内容操作走 wecomcli-smartsheet,本地表格默认走本地工具。在线表格:新建、导入 CSV/Excel、读取信息与数据、修改内容、追加行、子表管理;文档公共操作走 wecomcli-doc-manage。

何时用:任何 wecomcli-* 技能准备执行 wecom-cli 命令前必须同时读取本技能(公共前置检查),本技能不处理具体业务请求。检查 CLI 已安装且版本 ≥1.2.1、企微凭证已授权(缺失时按品悟代管口径引导,勿自行 npm 安装);获取机器人/授权真人身份(identity whoami);定义通用的 ID 类字段禁止外露输出约束。

何时用:仅当用户明确指向企业微信(给企微同事/群发消息、查企微会话)时使用;泛指发消息默认走本地通讯工具,邮件走 wecomcli-email。查询可发消息的聊天会话范围,向单聊/群聊发送文本、Markdown、图片、文件、语音、视频消息。

何时用:仅当用户明确指向企业微信『在线会议』(含会议号/入会链接、可远程参会)时使用;泛指约会默认先按消歧流程确认,纯日程走 wecomcli-calendar。企微会议全生命周期:创建、查询、搜索、详情(含纪要/待办)、转写原文逐字记录、更新、取消;仅说'开会/约个会'未明确类型时先追问确认,不可臆断直接创建。

何时用:仅当用户明确指向企业微信 media_id 与本地文件互转时使用;泛指本地文件操作默认走本地工具。基于 media_id 下载媒体文件到本地,或上传本地文件换取 media_id 供其他企微技能使用;本技能不解析/识别文件内容,仅负责文件搬运。

何时用:仅当用户明确提到企业微信「邮箱/邮件」时使用;泛指发消息默认走本地或消息技能,纯日程/会议走 calendar/meeting 技能。企微邮件:发送/回复/转发、搜索列表、获取详情(正文/附件/内嵌图片),支持经邮件发送日程邀约和会议预定。

何时用:仅当用户明确指向企业微信文档的公共管理(搜索/改名/成员权限/加入规则)时使用;本地文件管理默认走本地工具。适用所有企微文档类型;新建 doc 走 wecomcli-doc、新建在线表格走 wecomcli-sheet、智能表格 CRUD 走 wecomcli-smartsheet、生成智能文档走 wecomcli-smartpage;「看过哪些文档/浏览历史」走本技能。

何时用:仅当用户明确指向企业微信微盘/网盘/共享空间或给出 drive.weixin.qq.com 链接时使用;泛指文件管理默认走本地文件工具。微盘文件级操作:列出、搜索、读取元信息、上传、下载、重命名、新建文件夹;在线文档内容读写走 doc/sheet/smartsheet/smartpage 对应技能,不由本技能接管。