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Intelligent Data Analysis Assistant

LLM-powered intelligent data analysis assistant supporting natural language queries, SQL generation, visualization, and multi-turn conversation. Suitable for...
LLM驱动的智能数据分析助手,支持自然语言查询、SQL生成、可视化及多轮对话。适用于...
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未分类 clawhub v1.0.0 1 版本 100000 Key: 无需
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概述

Intelligent Data Analysis Assistant

Talk to your data through natural language. No SQL or technical background required for data query, analysis, and visualization.

Workflow

User question → Parse intent → Generate SQL → Execute query → Analyze results → Visualize → Output conclusions

Core Capabilities

1. Natural Language → SQL

Chinese questions auto-converted to SQL:

User QuestionSQL
--------------------
"Sales by region last month?"SELECT region, SUM(amount) FROM sales WHERE month='2026-04' GROUP BY region
"Which product has the highest return rate?"SELECT product, COUNT(*) FROM orders WHERE status='returned' GROUP BY product ORDER BY 2 DESC LIMIT 1
"Compare user growth vs same period last year"SELECT DATE_TRUNC('month', created_at), COUNT(*) FROM users WHERE created_at >= NOW() - INTERVAL '1 year' GROUP BY 1 ORDER BY 1

2. Data Visualization

Results output in two layers:

3. Multi-turn Conversation

ModeDescription
-------------------
Refine"Only show East China" → append filter
Switch dimension"Group by month" → re-aggregate
Root cause"Why did it drop?" → drill down
Compare"vs last quarter?" → time comparison

4. File Data Reading

Supports Excel (.xlsx/.xls), JSON/JSONL, CSV file reading. See references/data-sources.md.

5. Database Connections

MySQL / PostgreSQL / Snowflake / SQLite / BigQuery / Redshift. See references/data-sources.md.

Output Format

Inline chat output:

📊 Results: {title}
─────────────────────────────
{metrics table}

📈 Trend:
{ASCII trend bars}

📋 Analysis:
1. ...

For charts, auto-generate HTML page → write to {domain}_chart.html → report path.

Notes

  • SQL limited to read-only SELECT
  • Privacy fields auto-masked
  • Large datasets prompt for LIMIT
  • Vague questions trigger clarifying questions
  • Uses mock data when no data source configured
  • File reading auto-outputs overview (row count, columns, types, first 5 rows)

版本历史

共 1 个版本

  • v1.0.0 当前
    2026-06-03 13:44 安全 安全

安全检测

腾讯云安全 (Keen)

安全,无风险
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腾讯云安全 (Sanbu)

安全,无风险
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