Data & Analytics

Create effective data visualizations with Python. 优先使用 plotly（交互式图表），seaborn 和 matplotlib 作为备选（静态图表）。Use when building charts, choosing the right chart type for a dataset, creating publication-quality figures, or applying design principles like accessibility and color theory.

Comprehensive data analysis workflows including answering data questions, exploring datasets, writing SQL queries, creating visualizations, building dashboards, and validating analyses. Use when conducting data analysis tasks, from quick lookups to comprehensive reports.

Design, specify, implement, revise, and QA quantitative visuals and chart choices. Use when an analytical answer needs visual judgment—comparing values, showing composition, reading concentration, understanding movement over time, or building chart specifications for reports and dashboards.

Assess whether datasets are trustworthy for analysis, modeling, dashboards, or pipelines; and validate finished analyses before sharing. Use for data quality checks (grain, freshness, nulls, duplicates, schema drift, joins, integrity, distributions) and analysis QA (methodology review, calculation verification, visualization checks, confidence assessment).

Build polished analytical reports, dashboards, and product/business analyses. Use when the user needs a durable report (executive or technical), an analytical dashboard with clear metrics, or a data-backed product/business analysis to inform decisions. Covers report building, dashboard construction, and decision-oriented quantitative analysis.

When the user mentions data analysis or uploads an Excel file, this skill must be used. Comprehensive spreadsheet creation, editing, and analysis with support for formulas, formatting, data analysis, and visualization. When user needs to work with spreadsheets (.xlsx, .xlsm, .csv, .tsv, etc) for: (1) Creating new spreadsheets with formulas and formatting, (2) Reading or analyzing data, (3) Modify existing spreadsheets while preserving formulas, (4) Data analysis and visualization in spreadshe...

乐享知识库文件上传与下载管理。当用户提到「乐享」「知识库」「lexiang」并包含文件上传/下载意图时使用。典型触发：「上传文件到乐享」「传个 PDF」「把这个文件放到知识库」「上传附件」「同步文件夹」「传文件到乐享」「下载这个文件」「帮我把本地的 Word/Excel/图片上传到乐享」。适用于 PDF、Word、Excel、图片、压缩包等二进制文件的上传和下载场景。支持三步文件上传（申请→PUT上传→确认）、文件详情查询、文件下载。注意：创建 Markdown/HTML 文本文档请使用 writer/SKILL.md。

基于 MCP 聚源金融数据库生成过去 24 小时的金融资讯热点速报（默认 Markdown 格式，支持 HTML 输出）。覆盖重要金融相关的国内新闻、国外要闻、重要个股公告、三大核心模块，所有信息可溯源、带原始发布时间戳。⚠️ 本技能仅提供资讯信息展示，不构成任何投资建议或投资参考。使用场景：当用户有以下意图时触发，询问近期要闻，询问近期热点，快速了解金融最新动态，解读财经新闻，分析新闻对市场影响，查询个股公告解读，定时生成财经日报。示例问题："今天有什么金融要闻"、"过去 24 小时的市场热点"

飞书电子表格：创建和操作电子表格。支持创建表格、管理工作表与行列结构（增删/合并/调整尺寸/隐藏/冻结）、读写单元格（值/公式/样式/批注/单元格图片）、查找替换、多操作批量更新，以及图表、透视表、条件格式、筛选器、迷你图、浮动图片等对象的创建与维护。当用户需要创建电子表格、管理工作表、批量读写或编辑数据、统计汇总与可视化、表格美化、公式计算（含 Excel 公式迁移）、金融/财务建模（DCF、三张表、预算、Sensitivity 等）等任务时使用。若用户是想按名称或关键词搜索云空间（云盘/云存储）里的表格文件，请改用 lark-drive 的 drive +search 先定位资源。当用户给出 doubao.com 的 /sheets/ URL/token 时，也应直接使用本 skill，不要因为域名不是飞书而回退到 WebFetch；路由依据是 URL 路径模式和 token，而不是域名。

飞书多维表格（Base）操作：建表、字段、记录、视图、统计、公式/lookup、表单、仪表盘、workflow、角色权限；遇到 Base/多维表格/bitable 或 /base/ 链接时使用。文件导入/导出转 lark-drive，认证/授权转 lark-shared。

管理钉钉产品能力(AI表格/AI搜问/日历/通讯录/群聊与机器人/待办/审批/考勤/日志/DING消息/开放平台文档/钉钉文档/钉钉云盘/原生Markdown文件/AI听记/邮箱/在线电子表格/知识库等)。当用户需要操作表格数据、管理日程会议、模糊找人/查谁负责某事项、查询通讯录、管理群聊、机器人发消息、创建待办、提交审批、查看考勤、提交日报周报（钉钉日志模版）、读写钉钉文档、上传下载云盘文件、读取或修改原生.md文件、查询听记纪要、收发邮件、读写在线电子表格(axls)、管理钉钉知识库，或订阅个人 IM 事件或 OA 审批事件、实时监听群成员加入、群成员退出、群改名和群解散、审批实例发起/终止/完成，以及审批任务创建/完成/转交时使用。

北森招聘面试一体化。本 Skill 覆盖招聘进展查询、面试官待办、面试质量分析、竞品情报分析、招聘需求查询与详情。当用户询问招聘进展、面试进展、面试官待办、待面试、待评价、offer审批、面试质量、竞品分析、招聘需求等面试一体化相关问题时触发。职位/候选人/人才库等招聘主流程问题请走 beisen-recruitment。

Use `analysis-agent` to map user-flow, interaction-state, accessibility, content, and recovery impact when experience behavior changes. Skip backend-only work with no experience effect and question-only requests.

METAINFORMANT rules for directory src/metainformant/visualization/interactive_dashboards. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.

METAINFORMANT rules for directory tests. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.

METAINFORMANT rules for directory tests/visualization. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.

METAINFORMANT rules for directory tests/_support. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.

METAINFORMANT rules for directory tests/structural_variants. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.

METAINFORMANT rules for directory tests/spatial. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.

METAINFORMANT rules for directory tests/singlecell. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.

METAINFORMANT rules for directory tests/simulation. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.

METAINFORMANT rules for directory tests/scripts. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.

METAINFORMANT rules for directory tests/rna. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.

METAINFORMANT rules for directory tests/quality. Use when editing, adding tests, or reviewing code under this path. Read the linked AGENTS.md first; use uv only, write outputs to output/, real implementations.