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daloopadaloopa/investing/.claude/skills/earnings-flash/SKILL.md

earnings-flash

Skill489 starsChanged 3 months agoApache-2.0View on GitHub

Rapid first-read earnings flash for a given company

We split this skill into the rules it gives an agent

19 rules. About 0 are common, 12 are distinctive, and 7 are very specific to this project.

  • ≈0

    Common · estimate

    Many files like this have a rule of this kind.

  • ≈12

    Distinctive · estimate

    This author's own choices. Worth a look.

  • 7

    Very specific

    Tied to their project's names, files or tools. Probably skip.

  • Common
  • Distinctive
  • Very specific
  1. Very specific:

    Look up the company by ticker using discover_companies.

    line 15
  2. Distinctive:

    Keep this targeted — discover the critical operating metrics, not everything available.

    line 44
  3. Distinctive:

    Search for guidance series (revenue guidance, EPS guidance, margin guidance, any KPI guidance).

    line 48
  4. Very specific:

    Use search_documents to find the most recent earnings-related filing.

    line 54
  5. Very specific:

    Search for keywords ["results", "earnings"] in the latest 1-2 calendar quarters

    line 55
  6. Very specific:

    If that returns nothing, try ["revenue"] or ["financial"] as broader terms

    line 56
  7. Distinctive:

    Read the document content from the search results.

    line 58
  8. Distinctive:

    If no document is found, proceed with the MCP fundamentals data only and note "No earnings document found — analysis based on financial …

    line 63
  9. Distinctive:

    Write 3-5 bullet-point verdicts.

    line 70
  10. Distinctive:

    Use Daloopa citation links for all figures sourced from MCP.

    line 79
  11. Distinctive:

    If guidance data was pulled from Daloopa in Step 4, compare new guidance against prior guidance with a table:

    line 104
  12. Distinctive:

    If no document was found, summarize any guidance series data from Step 4 and note that no new guidance language is available.

    line 109
  13. Distinctive:

    Call out concerning signals — this section should be sharp and skeptical:

    line 113
  14. Distinctive:

    If no material risk flags, say so clearly: "No material risk flags identified."

    line 121
  15. Distinctive:

    Write 2-3 bullets on what this filing implies for adjacent companies:

    line 125
  16. Very specific:

    Use the design-system HTML template from ../design-system.md.

    line 136
  17. Very specific:

    Add a FLASH banner at the top of the report.

    line 138
  18. Distinctive:

    Add a disclaimer after the flash banner:

    line 148
  19. Very specific:

    All financial figures from Daloopa must use citation format: <a href="https://daloopa.com/src/{fundamental_id}">$X.XX million</a>

    line 158

≈ “Common” is an estimate: at least 1 in 5 of the 308,232 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.

Keep what fits and drop the rest. Your version, ready for your agents.
Files
SKILL.md

Generate a rapid earnings flash for the company specified by the user: $ARGUMENTS

This is a lightweight, speed-focused version of /earnings-review — 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_id
  • latest_calendar_quarter — anchor for all period calculations (see ../data-access.md Section 1.5)
  • latest_fiscal_quarter
  • Firm name for report attribution (default: "Daloopa") — see ../data-access.md Section 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 /earnings-review (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:

  1. Search for keywords ["results", "earnings"] in the latest 1-2 calendar quarters
  2. 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:

MetricLatest QuarterPrior QuarterYoY Changevs 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:

MetricNew GuidancePrior GuidanceChange

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 /earnings-review {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.

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