메뉴
PPT 数据叙事与图表规格技能：根据比较、趋势、分布、关系、组成和不确定性选择图表，建立原始数据到指标、结论、视觉编码和来源的映射，检查坐标轴、统计口径、方向与误导风险，输出结论先行的 chart-spec.json。Use when: 科研答辩、数学建模PPT、商业数据汇报、图表选型、数据故事、图表误导检查、chart-spec.json。
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
SOC 직업 분류 기준
Guides stable API and interface design. Use when designing APIs, module boundaries, or any public interface. Use when creating REST or GraphQL endpoints, defining type contracts between modules, or establishing boundaries between frontend and backend.
Tests in real browsers. Use when building or debugging anything that runs in a browser. Use when you need to inspect the DOM, capture console errors, analyze network requests, profile performance, or verify visual output with real runtime data via Chrome DevTools MCP.
Automates CI/CD pipeline setup. Use when setting up or modifying build and deployment pipelines. Use when you need to automate quality gates, configure test runners in CI, or establish deployment strategies.
Simplifies code for clarity. Use when refactoring code for clarity without changing behavior. Use when code works but is harder to read, maintain, or extend than it should be. Use when reviewing code that has accumulated unnecessary complexity.
Optimizes agent context setup. Use when starting a new session, when agent output quality degrades, when switching between tasks, or when you need to configure rules files and context for a project.
Guides systematic root-cause debugging. Use when tests fail, builds break, behavior doesn't match expectations, or you encounter any unexpected error. Use when you need a systematic approach to finding and fixing the root cause rather than guessing.
| name | ppt-data-storytelling-zh |
| description | PPT 数据叙事与图表规格技能：根据比较、趋势、分布、关系、组成和不确定性选择图表，建立原始数据到指标、结论、视觉编码和来源的映射，检查坐标轴、统计口径、方向与误导风险，输出结论先行的 chart-spec.json。Use when: 科研答辩、数学建模PPT、商业数据汇报、图表选型、数据故事、图表误导检查、chart-spec.json。 |
只要本工作流将初始化或重组项目，或新建、移动应用、服务、包、模块、页面、API、研究步骤、实验、流水线、测试、文档或多文件产物树，必须先使用 project-structure-architect。
AGENTS.md、PROJECT_STRUCTURE.md、.project-structure.yaml 和现有文件树，锁定项目类型、蓝图及唯一合理路径。BLOCK 时停止结构性写入并先修正或询问用户。纯内容编辑且目标路径已由用户或现有规范唯一确定时，可不重复调用。
只处理数据页的口径、结论、图表选择和完整性。不要修改原始数据，不代替统计分析生成显著性结论，不代替构建器写 PPTX。
记录数据文件、sheet/range、字段、单位、时间范围、过滤规则、缺失值、聚合方法、指标方向和版本哈希。无法追溯的数据不得进入正式图表。
每张图先写一句受数据支持的结论，再选择图表。区分描述、关联、因果、推断和建议；不得把相关写成因果。
按 references/chart-selection.md 匹配任务：
使用 assets/chart-spec-template.json，明确数据源、x/y、系列、单位、轴起点、排序、颜色、标签、统计说明、来源和风险。
CSV 数据可用脚本生成可执行规格：
python scripts/build_chart_spec.py --input data.csv --category quarter --value value --aggregate sum --title "季度结果" --unit "%" --source-id SRC-DATA --output chart-spec.json
输出同时保存输入绝对路径、SHA-256、字段、聚合、行数和轴口径，由 pptx-builder-zh 直接生成原生 PowerPoint 图表。
按 references/data-integrity.md 检查：
chart-spec.json图表构建完成后切换 ppt-render-qa-zh 检查标签可读性和跨页一致性。
references/chart-selection.mdreferences/chart-styling.mdreferences/data-integrity.md