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
- Very specific: line 15
Look up the company by ticker using discover_companies.
- Distinctive: line 44
Keep this targeted — discover the critical operating metrics, not everything available.
- Distinctive: line 48
Search for guidance series (revenue guidance, EPS guidance, margin guidance, any KPI guidance).
- Very specific: line 54
Use search_documents to find the most recent earnings-related filing.
- Very specific: line 55
Search for keywords ["results", "earnings"] in the latest 1-2 calendar quarters
- Very specific: line 56
If that returns nothing, try ["revenue"] or ["financial"] as broader terms
- Distinctive: line 58
Read the document content from the search results.
- Distinctive: line 63
If no document is found, proceed with the MCP fundamentals data only and note "No earnings document found — analysis based on financial …
- Distinctive: line 70
Write 3-5 bullet-point verdicts.
- Distinctive: line 79
Use Daloopa citation links for all figures sourced from MCP.
- Distinctive: line 104
If guidance data was pulled from Daloopa in Step 4, compare new guidance against prior guidance with a table:
- Distinctive: line 109
If no document was found, summarize any guidance series data from Step 4 and note that no new guidance language is available.
- Distinctive: line 113
Call out concerning signals — this section should be sharp and skeptical:
- Distinctive: line 121
If no material risk flags, say so clearly: "No material risk flags identified."
- Distinctive: line 125
Write 2-3 bullets on what this filing implies for adjacent companies:
- Very specific: line 136
Use the design-system HTML template from ../design-system.md.
- Very specific: line 138
Add a FLASH banner at the top of the report.
- Distinctive: line 148
Add a disclaimer after the flash banner:
- Very specific: line 158
All financial figures from Daloopa must use citation format: <a href="https://daloopa.com/src/{fundamental_id}">$X.XX million</a>
≈ “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.
Files
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_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 /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:
- 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 /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.
In this repository23 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- build-modelSkill
- bull-bearSkill
- capital-allocationSkill
- comp-sheetSkill
- compsSkill
- dcfSkill
- earnings-prepSkill
- earnings-reviewSkill
- guidance-trackerSkill
- ib-deckSkill
- industrySkill
- inflectionSkill
- initiateSkill
- meta-skillSkill
- precedent-transactionsSkill
- research-noteSkill
- setupSkill
- supply-chainSkill
- tearsheetSkill
- unit-economicsSkill
- updateSkill
- working-capitalSkill
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
Reviews can't be read right now.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

