Skywork Excel

Skywork Excel (skywork) - Use for ANY task involving Excel, spreadsheets, tables, data analysis, or file conversion. Has BUILT-IN web search for real-time data (stocks, rates, stats). Pass user's original query directly without rewriting. Capabilities: (1) Create Excel/CSV with formulas, charts, pivots; (2) Analyze Excel/CSV/PDF/Image files - dashboards, visualizations; (3) Fetch live web data; (4) HTML reports; (5) Convert formats (PDF-to-Excel, image-to-table); (6) Financial models, budgets. Trigger on Excel/CSV/PDF/Image uploads or structured-output requests. Keywords: 'create Excel', 'spreadsheet', 'analyze data', 'chart', 'pivot table', 'dashboard', 'PDF to Excel', 'stock price', 'forecast', '创建Excel', '做表格', '数据分析', '生成图表', '数据透视表', '股价查询', 'Excelを作成', 'データ分析', 'グラフ作成', 'Excel 만들기', '데이터 분석', '차트', 'crear Excel', 'analizar datos', 'créer Excel', 'Excel erstellen', 'Datenanalyse', 'создать Excel', 'анализ данных', 'إنشاء Excel', 'Excel बनाओ', 'สร้าง Excel', 'tạo Excel', 'buat Excel', 'creare Excel'.

Excel Generator

Generate professional Excel files and data analysis reports using the Skywork Excel backend service.

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Prerequisites

API Key Configuration (Required First)

This skill requires a SKYWORK_API_KEY to be configured before use.

If you don't have an API key yet, please visit: https://skywork.ai

For detailed setup instructions, see: references/apikey-fetch.md

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🚫 CRITICAL: Pass Query As-Is, Do NOT Read User Files

• NEVER use the read tool on user-provided files (Excel, PDF, CSV, images, etc.). Pass file paths via --files and let the backend handle reading.
• Do NOT rewrite, expand, or reinterpret the user's query. Pass it as-is. The backend agent has its own understanding capabilities.
• Only two modifications are allowed:
  1. Time info: For time-sensitive queries, prepend current time: [Current time: 2026-03-14] User request: ...
  2. File paths: Replace absolute paths with filenames only (e.g., /Users/xxx/report.xlsx → report.xlsx)

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Workflow

Excel tasks take 5-25 minutes. Run the script in background and poll the log every 60 seconds.

Step 1: Start Task

bash

EXCEL_LOG=/tmp/excel_$(date +%s).log

python3 scripts/excel_api_client.py "user's query" \
  --files "/path/to/file1.xlsx" "/path/to/file2.pdf" \
  --language zh-CN \
  --log-path "$EXCEL_LOG" \
  > /dev/null 2>&1 &

echo "Task started. Log: $EXCEL_LOG"

• --files: Upload user-provided files (Excel, CSV, PDF, Image). Omit if no files.
• --language: zh-CN (default) or en-US — match the user's language.
• --session <id>: For follow-up tasks — see Multi-Turn Sessions.

Step 2: Monitor Progress

Execution pattern (required):

• Run the Step 1 start command in background and note the EXCEL_LOG path from the output.
• Then execute the Step 2 monitor command separately every 60 seconds (do not use a while loop).
• $EXCEL_LOG does not persist between exec calls — Step 2 MUST recover the path (see monitor command below).

Rules — no exceptions:

• Poll every 60 seconds by calling exec tool repeatedly. Do NOT use a while loop.
• Show only the last TASK PROGRESS UPDATE block. Do not output full log (tail -50, etc.) or summarize/interpret it.
• Never restart the task. The agent handles errors internally and auto-recovers.
• Ignore transient errors in the log (❌, Missing parameter, heartbeat pings, etc.) — the agent retries automatically.
• Use heartbeat as liveness signal: check heartbeat lines every poll to confirm the task is still running, but do NOT output raw heartbeat lines to the user.

Every 60 seconds, run:

bash

# Recover log path: use the path printed by Step 1, or find the most recent log
EXCEL_LOG=$(ls -t /tmp/excel_*.log 2>/dev/null | head -1)
if [ -z "$EXCEL_LOG" ] || [ ! -f "$EXCEL_LOG" ]; then
  echo "ERROR: Log not found. Ensure Step 1 ran with --log-path."; exit 1
fi
sleep 60
echo "=== Progress Update ==="
grep -A8 "TASK PROGRESS UPDATE" "$EXCEL_LOG" | tail -10
grep -E "\[HEARTBEAT\]" "$EXCEL_LOG" | tail -1
grep -E "\[DONE\]|All done" "$EXCEL_LOG" | tail -1

What to report to user

CRITICAL: Output ONLY the current status. Do NOT repeat or accumulate previous status messages. Each update should be a single, fresh line.

After each log read, output ONLY ONE LINE showing the current status:

text

[Main stage] | [current action] | Elapsed: Xs

Example (output only this single line, nothing else):

text

Data Processing | Generating charts | Elapsed: 120s

Progress contains	Main stage
"读取" / "read" / "load"	Loading data
"分析" / "analysis"	Data analysis
"图表" / "chart" / "visualization"	Generating charts
"Excel" / "xlsx"	Creating Excel file
"HTML" / "报告" / "report"	Generating report
"保存" / "save" / "output"	Saving output

Stop polling when log contains [DONE] or ✅ All done! → read final output:

bash

tail -30 "$EXCEL_LOG"

• If NOT done → report progress to user, then call exec again after 60 seconds with the same monitor command.
• Repeat until done — keep calling exec every 60 seconds until [DONE] or All done appears.
• Do NOT stop after a single poll.

Step 3: Deliver Result

After completion, provide the user with both:

• OSS download URL — cloud link for sharing (show as a clickable hyperlink)
• Local file path — absolute path on their machine

Example reply:

text

✅ Report generated!

📥 Download: https://picture-search.skywork.ai/skills/upload/2026-03-14/xxx.xlsx
💾 Local: /Users/xxx/.openclaw/workspace/report.xlsx

Do NOT use sandbox:// or [filename](sandbox://...) format — these are not clickable. If oss_url is unavailable, provide the local path only.

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Multi-Turn Sessions

To continue a previous task, use --session with the ID printed at the end of the previous run:

bash

# First turn — no --session needed; session ID is printed at end
python3 scripts/excel_api_client.py "Create a sales report" \
  --language zh-CN --log-path "$EXCEL_LOG" > /dev/null 2>&1 &
# Output: 💡 To continue this conversation, use: --session abc123def456

# Follow-up turn — add --session
python3 scripts/excel_api_client.py "Add a pie chart" \
  --session abc123def456 \
  --language zh-CN --log-path "$EXCEL_LOG" > /dev/null 2>&1 &

When to use --session: User says "continue", "modify", "add a chart", "change colors", "based on the previous...", or references prior output.

⛔ Without --session, the agent starts fresh and loses all previous context.

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Error Handling

Error	Solution
Unauthorized (401)	SKYWORK_API_KEY is missing, invalid, or expired — set or rotate the key in OpenClaw skill env
Connection timeout	Use --timeout 1500 for complex tasks (default: 900s)
Agent produces wrong output	Be more specific; use multi-turn to refine iteratively
Insufficient benefit	See below

When benefit is insufficient

Script output may show: Insufficient benefit. Please upgrade your account at {url}

Reply in the user's language:

• Convey: "Sorry, Excel/report generation failed. This skill requires upgrading your Skywork membership."
• Format: One short sentence + [Upgrade now →](url) (or equivalent in user's language)
• URL: Extract from the at https://... part of the log output

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Security Notes

• Never commit SKYWORK_API_KEY to version control
• Set the key in OpenClaw skill env or as an environment variable
• Tokens expire — the client will auto-refresh when needed