earnings-flash
GitHub为指定公司生成快速财报简报，基于最近4季度核心财务指标、特定KPI及指引数据，结合最新财报文档进行BEAT/MISS判断。适用于 filing 后几分钟内的快速初读，侧重新颖与惊人发现，比完整财报审查更轻量高效。
Trigger Scenarios
Install
npx skills add openai/plugins --skill earnings-flash -g -y
SKILL.md
Frontmatter
{
"name": "earnings-flash",
"description": "Rapid first-read earnings flash for a given company"
}
Generate a rapid earnings flash for the company specified by the user named in the user's request. If no ticker or company is provided, ask for one before proceeding.
This is a lightweight, speed-focused version of the earnings-review skill — designed for a quick first read within minutes of a filing. It pulls just enough context from Daloopa to frame BEAT/MISS verdicts, then focuses on what's new and surprising.
Before starting, read ../data-access.md for data access methods and ../design-system.md for formatting conventions. Follow the data access detection logic and design system throughout this skill.
1. Company Lookup
Look up the company by ticker using discover_companies. Capture:
company_idlatest_calendar_quarter— anchor for all period calculations (see../data-access.mdSection 1.5)latest_fiscal_quarter- Firm name for report attribution (default: "Daloopa") — see
../data-access.mdSection 4.5
2. Prior Quarter Context (4 Quarters)
Calculate 4 quarters backward from latest_calendar_quarter. Search for and pull these core metrics:
Income Statement:
- Revenue / Net Sales
- Gross Profit
- Operating Income / EBIT
- Net Income
- Diluted EPS
Cash Flow:
- Operating Cash Flow
- Free Cash Flow (or CapEx to compute it)
This is lighter than the earnings-review skill (4Q vs 8Q, no cost structure breakdown). The goal is just enough history to frame the latest quarter's results — not a full trend analysis.
3. Company-Specific KPIs
Think about the 3-5 most important KPIs for THIS company based on its business model. Search for those specific KPIs and pull for the same 4-quarter period. Also search for:
- Segment/product revenue breakdown
- Geographic revenue breakdown (if material)
Keep this targeted — discover the critical operating metrics, not everything available.
4. Guidance Series
Search for guidance series (revenue guidance, EPS guidance, margin guidance, any KPI guidance). If available, pull guidance data for the latest 2 quarters so you can compare the most recent actual results against what management guided.
CRITICAL: Apply +1 quarter offset — guidance from Q(N) applies to Q(N+1) results.
5. Get the Earnings Document
Use search_documents to find the most recent earnings-related filing. Search strategy:
- Search for keywords
["results", "earnings"]in the latest 1-2 calendar quarters - If that returns nothing, try
["revenue"]or["financial"]as broader terms
Read the document content from the search results. Focus on:
- Earnings transcripts: Full document (management commentary, prepared remarks, Q&A)
- 10-Q / 10-K: Financial statements and MD&A sections
- 8-K: Full document (short event-driven filings)
If no document is found, proceed with the MCP fundamentals data only and note "No earnings document found — analysis based on financial data only."
5b. Stock Price Context
Get the current stock price using get_stock_prices (see ../data-access.md Section 1.7) — pass company_id and dates for the 3 most recent calendar days. Also pull prices around the earnings date (1 day before to 3 days after the latest_calendar_quarter end + ~30-45 days) to compute the post-earnings reaction. Include the next-day move percentage in the Executive Flash section.
6. Executive Flash
Write 3-5 bullet-point verdicts. Each bullet MUST compare the latest quarter's results against prior periods from Step 2 and/or guidance from Step 4. Format:
[BEAT/MISS/INLINE/MIXED] | Key number (YoY change) | One-sentence context
Examples:
- BEAT | Revenue $95.4bn (+6.1% YoY) | Acceleration from +4.8% last quarter driven by iPhone 16 cycle
- MISS | EPS $1.46 vs $1.52 prior year | Higher opex from AI investments weighed on margins
- GUIDANCE UP | FY2026 revenue guided $400-405bn | Management raised full-year outlook on cloud strength
Use Daloopa citation links for all figures sourced from MCP. Use "(per filing)" for figures only found in the document.
Also include a one-line Management Tone assessment (confident/cautious/defensive/evasive/optimistic) if an earnings document was available. Support with specific language from the document.
7. Key Numbers Table
Present the latest quarter's results with comparison context:
| Metric | Latest Quarter | Prior Quarter | YoY Change | vs Guidance |
|---|
Include: revenue, EPS, margins, segment breakdowns, KPIs — all sourced from MCP with Daloopa citation links. Add a "vs Guidance" column if guidance data was available from Step 4 (show beat/miss amount).
Group by category: P&L, Segments, KPIs, Cash Flow.
For figures only available from the document (not in MCP), include them in a separate "Per Filing" sub-section below the table and note they are not cross-referenced.
8. Guidance & Outlook
Extract forward-looking statements from the earnings document (if available):
- Explicit numerical guidance (revenue, EPS, margin ranges)
- Changes from prior guidance (raised, lowered, narrowed, withdrawn)
- Qualitative outlook language
- Capex/investment plans
If guidance data was pulled from Daloopa in Step 4, compare new guidance against prior guidance with a table:
| Metric | New Guidance | Prior Guidance | Change |
|---|
If no document was found, summarize any guidance series data from Step 4 and note that no new guidance language is available.
9. Risk Flags
Call out concerning signals — this section should be sharp and skeptical:
- Guidance cuts or narrowing
- Missing disclosures or metrics that were previously reported
- Growing gap between GAAP and non-GAAP
- Cash flow divergence from earnings
- One-time items that flatter the headline numbers
- Management hedging or qualifying language (from document)
If no material risk flags, say so clearly: "No material risk flags identified."
10. Quick Read-Throughs
Write 2-3 bullets on what this filing implies for adjacent companies:
- Suppliers: Positive or negative signal for key input providers
- Customers: Demand signal for downstream buyers
- Competitors: Share shift, pricing, or market growth implications
Format: **[COMPANY/SECTOR]**: [implication] (based on [specific data point])
11. Save Report
Save the HTML report to: reports/{TICKER}_earnings_flash_{PERIOD}.html (where PERIOD is the latest calendar quarter analyzed).
Use the design-system HTML template from ../design-system.md. Include all CSS inlined.
Add a FLASH banner at the top of the report. Insert this right after the opening <body> tag, before the <h1>:
<div style="background: #C0392B; color: white; text-align: center; padding: 8px 16px; font-size: 14px; font-weight: bold; letter-spacing: 2px; margin-bottom: 16px;">
EARNINGS FLASH — FIRST READ
</div>
The <h1> should be: {TICKER} Earnings Flash — {PERIOD}
Add a disclaimer after the flash banner:
<p style="font-size: 10px; color: #6C757D; font-style: italic; margin-bottom: 16px;">
This is a rapid first-read summary. For full analysis with 8-quarter trends, cost structure,
and competitive read-throughs, run the earnings-review skill for {TICKER}.
</p>
Replace {FIRM_NAME} in the footer — see ../data-access.md Section 4.5.
All financial figures from Daloopa must use citation format: <a href="https://daloopa.com/src/{fundamental_id}">$X.XX million</a>
Tell the user where the HTML report was saved and highlight the 2-3 most notable findings.
Version History
- 11c74d6 Current 2026-07-19 09:32
