earnings-call-analysis
Skill0 starsChanged 3 months agoMITView on GitHub
Analyze earnings call transcripts for sentiment, key themes, and management tone
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- OctagonAI/octagon-mcp-servertheir own version, first seen Jun 2, 2026
- OctagonAI/skillstheir own version, first seen Feb 3, 2026
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- OctagonAI/octagon-mcp-server★ 147same name
- OctagonAI/skills★ 127same name
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
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The file
We split this skill into the rules it gives an agent
10 rules. About 0 are common, 9 are distinctive, and 1 is very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈9
Distinctive · estimate
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 9
Before running any analysis, always retrieve the latest market data for the ticker:
- Distinctive: line 18
Never silently substitute training-data estimates for current prices.
- Distinctive: line 40
Use of definitive language ("will", "committed", "confident")
- Very specific: line 218
Search: https://www.sec.gov/edgar/searchedgar/companysearch.html
- Distinctive: line 219
Look for: Item 2.02 (Results of Operations and Financial Condition)
- Distinctive: line 278
Call date and time
- Distinctive: line 339
Read the Entire Transcript: Don't rely only on prepared remarks.
- Distinctive: line 341
Cross-Reference with Financials: Verify claims against actual 10-Q/10-K data
- Distinctive: line 350
Cherry-Picking: Consider full context, not just favorable quotes
- Distinctive: line 399
All analysis concludes with this standardized block:
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 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
Earnings Call Analysis
⚠️ Data Verification — Do This Before Any Analysis
Before running any analysis, always retrieve the latest market data for the ticker:
- Fetch current price — use web search or ask the user for the live price, 52-week range, and market cap. Never assume a price from training data.
- Confirm key figures — recent earnings, revenue, key ratios (P/E, P/S, etc.) as applicable to this skill.
- State your data source — note where the numbers came from (e.g., "Google Finance, June 19 2026") at the top of the output.
- Flag stale data explicitly — if live data is unavailable, display this warning before proceeding:
⚠️ Live data unavailable. The following analysis uses training-data estimates which may be significantly out of date. Verify all prices and metrics before making any decisions.
Never silently substitute training-data estimates for current prices. When in doubt, ask the user to paste the latest quote.
Comprehensive analysis of earnings call transcripts to extract investment insights, management sentiment, strategic themes, and potential red flags.
Analysis Framework
1. Executive Summary Analysis
Extract and synthesize:
- Overall Sentiment: Bullish / Neutral / Bearish
- Key Takeaways: 3-5 most important points from the call
- Guidance Changes: Raised / Maintained / Lowered / Withdrawn
- Surprise Factors: Unexpected announcements or revelations
- Market-Moving Statements: Comments likely to impact stock price
2. Management Tone Assessment
Analyze management's communication style and confidence:
Confidence Indicators
- Use of definitive language ("will", "committed", "confident")
- Specific quantitative guidance with narrow ranges
- Proactive discussion of challenges with clear solutions
- Long-term vision and strategic clarity
Caution Indicators
- Hedging language ("may", "could", "hope", "expect")
- Wide guidance ranges or lack of specific targets
- Deflection of difficult questions
- Focus on short-term rather than strategic issues
Red Flag Indicators
- Evasive or defensive responses
- Frequent changes in financial definitions or metrics
- Blame shifting to external factors
- Reduced transparency or detail vs. prior quarters
3. Key Themes Extraction
Identify and categorize main topics discussed:
Strategic Initiatives
- New product launches or market expansion
- M&A activity and integration plans
- Digital transformation initiatives
- Cost reduction or efficiency programs
- R&D investments and innovation pipeline
Operational Performance
- Revenue drivers and growth catalysts
- Margin trends and cost pressures
- Supply chain and operational challenges
- Customer trends and demand patterns
- Geographic or segment performance variations
Market Dynamics
- Competitive landscape changes
- Industry trends and macro headwinds/tailwinds
- Regulatory or policy impacts
- Technology disruptions or opportunities
Capital Allocation
- Dividend policy and changes
- Share buyback plans
- Capex priorities and timing
- Debt management and balance sheet strategy
4. Financial Guidance Analysis
Compare and analyze forward-looking statements:
Guidance Components
- Revenue guidance: Range, growth rate, key assumptions
- Earnings guidance: EPS range, margin expectations
- Segment-specific guidance
- Full-year vs. next-quarter outlook
Guidance Changes from Prior Quarter
- Magnitude of change (%)
- Reasons cited for changes
- Credibility assessment based on track record
- Comparison to analyst consensus expectations
Key Assumptions
- Macro assumptions (GDP, rates, FX)
- Volume and pricing assumptions
- Cost inflation expectations
- One-time items or adjustments
5. Q&A Session Analysis
Evaluate analyst questions and management responses:
Question Themes (by frequency)
- [Most frequently asked topics]
- [Second most common questions]
- [Emerging concerns]
Management Response Quality
- Direct and substantive vs. evasive
- Quantitative detail provided
- Consistency with prepared remarks
- New information revealed vs. scripted responses
Analyst Concerns
- Recurring questions (indicating lack of clarity)
- Challenging questions about weaknesses
- Questions about competitive threats
- Governance or strategic direction inquiries
Notable Exchanges
- Tense or defensive moments
- Particularly illuminating answers
- Questions management avoided or deflected
6. Quarter-over-Quarter Comparison
Compare with previous earnings calls (if available):
Messaging Consistency
- Changed narratives or priorities
- Previously emphasized themes now downplayed
- New strategic focuses or pivots
Tone Shifts
- More/less confident than prior quarters
- Defensive vs. offensive positioning
- Transparency level changes
Performance vs. Prior Guidance
- Did they deliver on previous commitments?
- Track record of guidance accuracy
- Patterns of over-promising or sandbagging
7. Red Flags & Warning Signs
Identify potential concerns:
Financial Red Flags
- Missed guidance for consecutive quarters
- Declining margins despite revenue growth
- Working capital deterioration
- FCF significantly below net income
- One-time charges becoming recurring
Operational Red Flags
- Customer concentration risks
- Key executive departures
- Product delays or quality issues
- Market share losses
- Failed M&A integrations
Communication Red Flags
- Lack of transparency or detail reduction
- Frequent changes in reporting metrics
- Aggressive accounting interpretations
- Dismissive attitude toward legitimate concerns
- Unrealistic optimism despite evidence
Governance Red Flags
- Board or management conflicts
- Related-party transactions
- Insider selling patterns
- Lack of succession planning
8. Investment Implications
Synthesize analysis into actionable insights:
Overall Assessment
- Bullish / Neutral / Bearish sentiment justified by evidence
- Confidence level in management's strategy and execution
- Visibility and predictability of future performance
Key Investment Drivers
- Most important positive factors
- Most significant risks and concerns
- Catalysts for outperformance
- Potential downside scenarios
Valuation Impact
- Likely direction of analyst estimate revisions
- Impact on earnings growth rate expectations
- Multiple expansion/contraction considerations
- Fair value reassessment based on new information
Recommended Action
- Buy / Hold / Sell recommendation with rationale
- Price target adjustment (if applicable)
- Position sizing considerations
- Time horizon for thesis to play out
Data Sources
Reference the following sources when analyzing earnings calls:
Primary Sources
- SEC EDGAR 8-K Filings: Official transcripts filed within 4 days of call
- Search: https://www.sec.gov/edgar/searchedgar/companysearch.html
- Look for: Item 2.02 (Results of Operations and Financial Condition)
- Company Investor Relations: Live webcasts and archived recordings
- Typically at: [company-website.com]/investors/earnings
- May include slides and supplemental materials
Transcript Services
- Seeking Alpha: Free transcript archive with searchable database
- AlphaSense: Premium transcript service with AI search (paid)
- Bloomberg Terminal: Real-time transcripts and historical archive (paid)
- FactSet: Transcript archive with analytics (paid)
Supplementary Information
- Earnings Press Release: Published before call, contains prepared financial results
- Investor Presentation Slides: Visual aids referenced during call
- 10-Q/10-K Filings: Detailed financials for context
- Prior Quarter Calls: For comparison and trend analysis
Input Formats
Accept earnings call data in the following formats:
Format 1: Transcript Text
Paste the full transcript text from the earnings call, including:
- Corporate Participants section
- Prepared Remarks
- Q&A Session
- Forward-Looking Statements disclaimer (if present)Format 2: Transcript URL
Provide URL to transcript:
- Seeking Alpha URL
- Company IR page URL
- SEC EDGAR filing linkFormat 3: Call Details for Manual Analysis
Company: [Name]
Ticker: [SYMBOL]
Quarter: Q[1-4] [YEAR]
Call Date: [MM/DD/YYYY]
Key Questions to Focus On:
- [Specific aspects to analyze]Output
Provide comprehensive earnings call analysis report with:
1. Call Metadata
- Company name and ticker
- Quarter and fiscal year
- Call date and time
- Participating executives
- Transcript source
2. Executive Summary (1-2 paragraphs)
- Overall assessment and sentiment
- Key takeaways (3-5 bullet points)
- Investment implication (Buy/Hold/Sell)
3. Management Tone Rating
- Confidence Level: High / Medium / Low
- Transparency: Excellent / Good / Fair / Poor
- Notable tone characteristics
- Supporting evidence (quotes)
4. Key Themes (Ranked by Importance)
For each theme:
- Description
- Management's stance
- Supporting quotes
- Investment relevance
5. Guidance Analysis
- Detailed guidance breakdown
- Changes from prior guidance
- Comparison to consensus estimates
- Credibility assessment
6. Q&A Insights
- Top 5 analyst questions
- Quality of management responses
- New information revealed
- Questions avoided or deflected
7. Red Flags & Concerns
- Identified warning signs (if any)
- Severity assessment
- Historical context
- Recommended monitoring items
8. Quarter-over-Quarter Changes
- Messaging shifts
- Tone differences
- Strategic pivots
- Performance vs. prior commitments
9. Investment Recommendation
- Overall sentiment: Bullish / Neutral / Bearish
- Confidence level: High / Medium / Low
- Key investment drivers (bullish case)
- Key risks (bearish case)
- Suggested action with rationale
- Time horizon
10. Notable Quotes
5-10 most significant quotes from management with context
Analysis Guidelines
Best Practices
- Read the Entire Transcript: Don't rely only on prepared remarks; Q&A often reveals more
- Compare to Prior Calls: Context is critical for identifying changes
- Cross-Reference with Financials: Verify claims against actual 10-Q/10-K data
- Watch for Language Patterns: Hedging, definitiveness, evasiveness
- Note What's NOT Said: Absence of previously discussed topics is meaningful
- Consider the Audience: Different messages for different analyst types
Common Pitfalls to Avoid
- Over-Optimism Bias: Management is inherently promotional
- Recency Bias: One quarter doesn't make a trend
- Cherry-Picking: Consider full context, not just favorable quotes
- Ignoring Tone: What's said matters, but HOW it's said matters more
- Missing Red Flags: Defensiveness and evasion are important signals
Analyst Question Interpretation
- If analysts ask about guidance: They may expect a beat or miss
- If questions focus on one issue: It's likely a consensus concern
- If analysts challenge management: Credibility may be in question
- If questions are softball: Either results are stellar or relationships are managed
Usage Examples
Example 1: Basic Transcript Analysis
User: /earnings-call-analysis AAPL
[Paste transcript text or provide URL]
Claude analyzes the transcript and provides comprehensive report with all sectionsExample 2: Focused Analysis
User: /earnings-call-analysis TSLA --focus "production guidance,margin outlook"
[Provide transcript]
Claude emphasizes analysis of specified topics while still covering full callExample 3: Comparative Analysis
User: /earnings-call-analysis NVDA --compare Q3-2024
[Provide current quarter transcript]
Claude compares with prior quarter (Q3 2024) to highlight changes and trendsIntegration Notes
- Can be used standalone or in conjunction with /fundamental-analysis
- Output can be fed to /report-generator for HTML/PDF export
- Particularly valuable around earnings season (Jan, Apr, Jul, Oct)
- Best used within 1-2 days of earnings release while market is digesting information
Standard Signal Output
All analysis concludes with this standardized block:
## Thesis Invalidation
After delivering the analysis signal, specify what would reverse it:
**If signal is BULLISH — thesis breaks if:**
- Price closes below the MA200 / key support level identified in this analysis on above-average volume
- management lowers full-year guidance by >10% OR CEO/CFO departure announced within 30 days
- Macro regime shift: Fed pivots hawkish unexpectedly, recession probability >60%
**If signal is BEARISH — thesis breaks if:**
- Price closes above key resistance / MA200 level with volume confirmation
- major earnings beat >15% AND multi-year guidance raised significantly
- Fundamental improvement: surprise earnings beat >20% with guidance raise
**Re-run this analysis when:**
- [ ] Next earnings release
- [ ] Price moves ±15% from current level
- [ ] 60 days have elapsed
- [ ] Material news event (acquisition, leadership change, regulatory decision)
╔══════════════════════════════════════════════╗
║ INVESTMENT SIGNAL ║
╠══════════════════════════════════════════════╣
║ Signal: BULLISH / NEUTRAL / BEARISH ║
║ Confidence: HIGH / MEDIUM / LOW ║
║ Horizon: SHORT / MEDIUM / LONG-TERM ║
║ Score: X.X / 10 ║
╠══════════════════════════════════════════════╣
║ Action: BUY / HOLD / SELL ║
║ Conviction: STRONG / MODERATE / WEAK ║
╚══════════════════════════════════════════════╝Score Guide: 8.0–10.0 Strongly Bullish | 6.0–7.9 Moderately Bullish | 4.0–5.9 Neutral | 2.0–3.9 Moderately Bearish | 0.0–1.9 Strongly Bearish Confidence: HIGH (strong data, clear signals) | MEDIUM (mixed signals) | LOW (limited data, conflicting signals) Horizon: SHORT-TERM (1 week–3 months) | MEDIUM-TERM (3 months–1 year) | LONG-TERM (1+ years)
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