- Backend: 删除 lead_agent / general_purpose 中的 citations_format 与引用相关 reminder;artifacts 下载不再对 markdown 做 citation 清洗,统一走 FileResponse,保留 Response 用于二进制 inline - Frontend: 删除 core/citations 模块、inline-citation、safe-citation-content;新增 MarkdownContent 仅做 Markdown 渲染;消息/artifact 预览与复制均使用原始 content - i18n: 移除 citations 命名空间(loadingCitations、loadingCitationsWithCount) - 技能与 demo: 措辞改为 references,demo 数据去掉 <citations> 块 - 文档: 更新 CLAUDE/AGENTS/README 描述,新增按文件 diff 的代码变更总结 Co-authored-by: Cursor <cursoragent@cursor.com>
8.5 KiB
name, description
| name | description |
|---|---|
| market-analysis | Use this skill when the user requests to generate, create, or write market analysis reports, consumer insight reports, or brand analysis reports. Transforms raw data and analysis frameworks into professional consulting-grade reports with structured narratives, embedded charts, and strategic insights. |
Market Analysis Report Generation Skill
Overview
This skill generates professional, consulting-grade market analysis reports in Markdown format. It follows a structured methodology that transforms raw data summaries, analysis framework outlines, and pre-generated charts into comprehensive reports with deep strategic insights. The output adheres to McKinsey/BCG consulting voice standards and Chinese professional writing conventions.
Core Capabilities
- Transform raw data into structured, high-depth market analysis reports
- Follow the "Visual Anchor → Data Contrast → Integrated Analysis" flow per sub-chapter
- Produce insights following the "Data → User Psychology → Strategy Implication" chain
- Embed pre-generated charts and construct comparison tables
- Include references formatted per GB/T 7714-2015 where applicable
- Output reports entirely in Chinese with professional consulting tone
When to Use This Skill
Always load this skill when:
- User asks for a market analysis, or consumer insight report
- User provides data summaries, analysis frameworks, or chart files to be synthesized
- User needs a professional consulting-style report in Chinese
- The task involves transforming research findings into structured strategic narratives
Inputs
The skill expects the following inputs from the upstream agentic workflow:
| Input | Description | Required |
|---|---|---|
| Analysis Framework Outline | Defines the logic flow and general topics for the report | Yes |
| Data Summary | The source of truth containing raw numbers and metrics | Yes |
| Chart Files | Local file paths for pre-generated chart images | Yes |
| External Search Findings | URLs and summaries for inline references | Optional |
Workflow
Step 1: Receive and Validate Inputs
Verify that all required inputs are present:
- Analysis Framework Outline — Confirm it contains the logic flow and topic structure
- Data Summary — Confirm it contains raw numbers and metrics
- Chart Files — Confirm file paths are valid local paths
Step 2: Plan Report Structure
Map the report structure according to the Analysis Framework Outline:
- 摘要 (Abstract) — Executive summary with key takeaways
- 引言 (Introduction) — Background, objectives, methodology
- Main Body Chapters (2...N) — Scope-based chapters mapped from the Framework
- 总结 (Conclusion) — Pure, objective synthesis
- 参考文献 (References) — GB/T 7714-2015 formatted references
Step 3: Write the Report
For each sub-chapter, follow the "Visual Anchor → Data Contrast → Integrated Analysis" flow:
- Visual Evidence Block: Embed charts using
 - Data Contrast Table: Create a Markdown comparison table for key metrics
- Integrated Narrative Analysis: Write analytical text following "What → Why → So What"
Each sub-chapter must end with a robust analytical paragraph (min. 200 words) that:
- Synthesizes conflicting or reinforcing data points
- Reveals the underlying user tension or opportunity
- Optionally ends with a punchy "One-Liner Truth" in a blockquote (
>)
Step 4: Final Structure Self-Check
Before outputting, confirm the report contains all sections in order:
摘要 → 1. 引言 → 2...N. 主体章节 → N+1. 总结 → N+2. 参考文献
The report MUST NOT stop after the Conclusion — it MUST include References as the final section.
Formatting & Tone Standards
Consulting Voice
- Tone: McKinsey/BCG — Authoritative, Objective, Professional
- Language: All headings and content strictly in Chinese
- Number Formatting: Use English commas for thousands separators (
1,000not1,000) - Data emphasis: Bold important viewpoints and key numbers
Titling Constraints
- Numbering: Use standard numbering (
1.,1.1) or Chinese numbering (一、) directly followed by the title - Forbidden Prefixes: Do NOT use "Chapter", "Part", "Section"
- Allowed Tone Words: 分析, 画像, 概览, 洞察, 评估
- Forbidden Words: "Decoding", "DNA", "Secrets", "Mindscape", "Solar System", "Unlocking"
Insight Depth (The "So What" Chain)
Every insight must connect Data → User Psychology → Strategy Implication:
❌ Bad: "Females are 60%. Strategy: Target females."
✅ Good: "Females constitute 60% with a high TGI of 180. **This suggests**
the purchase decision is driven by aesthetic and social validation
rather than pure utility. **Consequently**, media spend should pivot
towards visual-heavy platforms (e.g., RED/Instagram) to maximize CTR,
treating male audiences only as a secondary gift-giving segment."
References
- Inline: Use markdown links for sources (e.g.
[Source Title](URL)) when using External Search Findings - References section: Formatted strictly per GB/T 7714-2015
Markdown Rules
- Immediate Start: Begin directly with
# Report Title— no introductory text - No Separators: Do NOT use horizontal rules (
---)
Report Structure Template
# [报告标题]
## 摘要
[Executive summary with key takeaways]
## 1. 引言
[Background, objectives, methodology]
## 2. [主体章节标题]
### 2.1 [子章节标题]

| 指标 | 品牌A | 品牌B |
|------|-------|-------|
| ... | ... | ... |
[Integrated narrative analysis: What → Why → So What, min. 200 words]
> [Optional: One-liner strategic truth]
### 2.2 [子章节标题]
...
## N+1. 总结
[Pure objective synthesis, NO bullet points, neutral tone]
[Para 1: The fundamental nature of the group/market]
[Para 2: Core tension or behavior pattern]
[Final: One or two sentences stating the objective truth]
## N+2. 参考文献
[1] Author. Title[EB/OL]. URL, Date.
[2] ...
Complete Example
User provides: Analysis Framework about "Gen-Z Skincare Market", Data Summary with brand metrics, and chart file paths.
Report output follows this flow:
- Start with
# Z世代护肤市场深度分析报告 - 摘要 — 3-5 key takeaways in executive summary form
-
- 引言 — Market context, research scope, data sources
-
- 市场规模与增长趋势分析 — Embed trend charts, comparison tables, strategic narrative
-
- 消费者画像与行为洞察 — Demographics, purchase drivers, "So What" analysis
-
- 品牌竞争格局评估 — Brand positioning, share analysis, competitive dynamics
-
- 营销策略与渠道洞察 — Channel effectiveness, content strategy implications
-
- 总结 — Objective synthesis in flowing prose (no bullets)
-
- 参考文献 — GB/T 7714-2015 formatted list
Quality Checklist
Before considering the report complete, verify:
- All sections present in correct order (摘要 → 引言 → 主体 → 总结 → 参考文献)
- Every sub-chapter follows "Visual Anchor → Data Contrast → Integrated Analysis"
- Every sub-chapter ends with a min. 200-word analytical paragraph
- All insights follow the "Data → User Psychology → Strategy Implication" chain
- All headings are in Chinese with proper numbering (no "Chapter/Part/Section")
- Charts are embedded with
syntax - Numbers use English commas for thousands separators
- Inline references use markdown links where applicable
- References section follows GB/T 7714-2015
- No horizontal rules (
---) in the document - Conclusion uses flowing prose — no bullet points
- Report starts directly with
#title — no preamble
Output Format
Output the complete report in Markdown format only.
Settings
output_locale = zh_CN
reasoning_locale = zh_CN
Notes
- This skill operates in the final phase of a multi-step agentic workflow — it receives pre-processed inputs and produces the final deliverable
- Dynamic titling: Rewrite topics from the Framework into professional, concise subject-based headers
- The Conclusion section must contain NO detailed recommendations — those belong in the preceding body chapters
- Each statement in the report must be supported by data points from the input Data Summary