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SKILL verified Apache-2.0 Self-run

China Model Update

skill-jwangkun-claude-for-financial-services-cn-china-model-update · by jwangkun

Update A-share financial models with new quarterly data, management guidance, or macro changes. Reflects actuals, rolls estimates forward, flags material changes, and updates valuation. Adapted from the original model-update skill for Chinese market conventions and AkShare data. Triggers on "A股模型更新", "模型更新", "plug earnings into model", "update model for [company]", "刷新预测", or "更新财务模型".

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Install

$ agentstack add skill-jwangkun-claude-for-financial-services-cn-china-model-update

✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.

Security review

✓ Passed

No issues found. Passed automated security review. · v0.1.0 How review works →

  • Prompt-injection patterns
  • Secret / credential exfiltration
  • Dangerous shell & filesystem operations
  • Untrusted network calls
  • Known-malicious package signatures

What it can access

  • Network access No
  • Filesystem access No
  • Shell / process execution No
  • Environment & secrets No
  • Dynamic code execution No

From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.

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Reliability & compatibility

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About

china-model-update

Purpose

Update existing A股财务模型 with new data, ensuring all cells are traceable to sources and all changes are documented.

Data Sources

Primary: iFind MCP (Tier-1 付费) / AkShare MCP (Tier-2 免费备选)

get_financials(ticker, "income", "quarterly")   → Q[X] actual results
get_financials(ticker, "balance", "quarterly")  → BS update
get_financials(ticker, "cashflow", "quarterly") → CF update
get_financials(ticker, "income", "annual")      → Full year update
get_quote(ticker)                               → Current market data
get_stock_info(ticker)                          → Any company changes

Secondary Sources

  • 巨潮资讯 — official filings for exact figures
  • 业绩说明会 transcript — management commentary
  • 管理层指引 — guidance from earnings calls
  • Wind / Choice / 同花顺 — consensus updates

Workflow

Step 1: Identify What Changed

Change triggers:

  • Quarterly earnings release (季报/年报)
  • Management guidance update (管理层指引调整)
  • Macro assumption change (rate, tax, policy)
  • Model error or refinement
  • M&A or restructuring event

Change log template:

| Date | Change Type | Item | Old Value | New Value | Reason | |------|-------------|------|-----------|-----------|--------| | | Earnings update | Revenue FY25E | XX亿 | XX亿 | Q1 actuals beat | | | Guidance | Tax rate | 25% | 25% | No change | | | Macro | CapEx % | 5% | 6% | New plant announced |

Step 2: Update Historical Actuals

Quarterly actuals:

[Company] Q[X] 20XX Actuals (from AkShare / 巨潮):
- 营业收入: XXX亿 (YoY: +XX%)
- 毛利率: XX% (vs prior: XX%)
- 归母净利润: XXX亿 (YoY: +XX%)
- EPS: X.XX元
- 经营现金流: XXX亿

Update sequence:

  1. Drop Q[X] actuals into historical columns
  2. Verify sum checks (quarterly sum = annual)
  3. Update LTM (Last Twelve Months) calculations
  4. Check annual-to-quarter relationships

Step 3: Roll Forward Estimates

Revenue projections:

  • Update growth rates based on Q[X] performance
  • Consider:
  • Order backlog changes
  • New product ramp
  • Market share gains/losses
  • Capacity expansion

Margin projections:

  • Update gross margin based on actual trend
  • Update opex ratios based on actual leverage
  • Flag structural changes (input costs, pricing power)

Balance sheet projections:

  • Update working capital assumptions
  • Update debt schedule if refinancing occurred
  • Update CapEx plans

Step 4: Update Valuation

Market data refresh:

get_quote(ticker)  # Current price, PE, PB

Valuation metrics to update:

  • Current stock price and change
  • Trading multiple (PE, PB, EV/Sales, EV/EBITDA)
  • 52-week range position
  • Relative to sector median
  • Implied growth vs historical

DCF updates (if applicable):

  • Roll forward projections by one year
  • Update market data inputs (beta, risk-free rate, shares)
  • Update terminal growth if outlook changed

Step 5: Flag Material Changes

Change significance assessment:

| Change | Threshold | Action | |--------|-----------|--------| | Revenue estimate | ±5% | Update model, note driver | | Net income estimate | ±10% | Update model, revise target price | | Margin estimate | ±100 bps | Update model, assess sustainability | | CapEx estimate | ±20% | Update model, check FCF impact | | Multiple assumption | ±1x | Sensitivity check, document rationale |

Red flags to highlight:

  • Revenue growth deceleration >500 bps
  • Margin compression >300 bps
  • Working capital deterioration
  • Debt increase >20% vs prior forecast
  • Management guidance lower than consensus

Step 6: Document Changes

Model update memo:

[公司名称]([代码])模型更新 [Date]

一、更新内容
   [Bullet list of changes made]

二、关键变动
   Revenue FY25E: [Old] → [New] ([Change]%)
   Net Income FY25E: [Old] → [New] ([Change]%)
   Driver: [Explanation]

三、估值影响
   新目标价: ¥XX.XX (之前 ¥XX.XX)
   调整幅度: +X% / -X%
   调整逻辑: [Brief rationale]

四、后续关注
   - [Next catalyst]
   - [Key metric to monitor]
   - [Risk factor]

Step 7: QC Checklist

Before finalizing:

  • [ ] All Q[X] actuals sourced from 巨潮 PDF or AkShare
  • [ ] Historical data matches reported figures exactly
  • [ ] All formulas intact (no broken references)
  • [ ] LTM calculations updated
  • [ ] Forward estimates reflect new information
  • [ ] Valuation inputs refreshed (price, shares, multiples)
  • [ ] Target price recalculated
  • [ ] Change log complete
  • [ ] Cell comments added for new inputs
  • [ ] Model balances correctly

China-Specific Update Considerations

Earnings Season Timing

| Report | Deadline | Typical Release Window | |--------|----------|------------------------| | Q1季报 | Apr 30 | Apr 1-30 | | 中报 | Aug 31 | Aug 1-31 | | Q3季报 | Oct 31 | Oct 1-31 | | 年报 | Apr 30 | Jan-Apr |

Model update priority:

  • Annual report: Complete overhaul of historicals
  • Semi-annual: Major update, adjust full-year estimates
  • Quarterly: Incremental update, verify full-year trajectory

业绩预告 Integration

If company issued 业绩预告:

  • Use as directional signal before formal report
  • Adjust estimates if variance >20% from prior
  • Flag for detailed update when formal report arrives

Consensus Management

  • Update consensus assumptions based on new information
  • If company guidance differs from consensus, flag divergence
  • Note if management commentary suggests estimate revision

Regulatory Changes

Monitor for:

  • Tax rate changes (高新技术企业 reclassification)
  • Accounting standard updates
  • Industry-specific regulation impacts on assumptions
  • Dividend policy changes (影响 DCF terminal value)

Quality Checks

Before delivering:

  • [ ] All new actuals traceable to source
  • [ ] Formulas verified (no hardcodes in calculations)
  • [ ] Estimates logically consistent with new data
  • [ ] Valuation update reflects current market conditions
  • [ ] Changes documented in update memo
  • [ ] Model passes basic QC (balance checks, sum checks)

> Data Source Mode Switch: Set env var IFIND_DATA_SOURCE_MODE to control data source preference. > - ifind-only (strict): Use iFind only, error if unavailable > - ifind-fallback (default): iFind preferred, fallback to AkShare > - akshare-only: Skip iFind, use AkShare only

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

Install and usage instructions live in the source repository linked above.

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Versions

  • v0.1.0 Imported from the upstream source.