Avalanche Intelligence Skill

⚠️ IMPORTANT: This is Kvothe's Intelligence Tool

This is NOT a tool for Gokcan to use directly. This is Kvothe's intelligence gathering system that I use to prepare briefings and reports for Gokcan about the Avalanche blockchain ecosystem.

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🎯 Purpose

The Avalanche Intelligence skill provides Kvothe with comprehensive data collection and analysis capabilities for the Avalanche blockchain ecosystem. Kvothe uses this tool to:

• Monitor Avalanche developments across multiple sources
• Analyze trends, sentiment, and key events
• Prepare detailed briefings for Gokcan
• Track ecosystem health and momentum
• Identify important signals and anomalies

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🔄 Workflow

Gokcan          Kvothe (AI)              Avalanche Intelligence
     │                    │                              │
     │ "Briefing on      │                              │
     │  Avalanche"       │                              │
     ├────────────────────►                              │
     │                    │                              │
     │                    │  scan --hours 24             │
     │                    ├──────────────────────────────►
     │                    │                              │
     │                    │  Collect from Twitter, Reddit│
     │                    │  GitHub, on-chain, etc.     │
     │                    │                              │
     │                    │  Analyze sentiment, trends  │
     │                    │  Extract entities, detect   │
     │                    │  spikes and anomalies       │
     │                    │                              │
     │                    │◄──────────────────────────────┤
     │                    │  Raw data + analysis         │
     │                    │                              │
     │                    │  Synthesize into briefing    │
     │                    │                              │
     │◄────────────────────┤                              │
     │ "Here's your        │                              │
     │  briefing: ..."     │                              │

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📋 What Kvothe Can Do With This Skill

1. Daily Briefings

Gokcan asks: "Give me a briefing on Avalanche"

Kvothe does:

avalanche-intelligence scan --hours 24
avalanche-intelligence report --timeframe 24h

Kvothe delivers:

• Key developments in last 24h
• Trending topics with mention counts
• Sentiment analysis (positive/negative/neutral)
• Notable events (new subnets, ACP proposals, partnerships)
• Anomalies or spikes detected

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2. Topic Deep-Dive

Gokcan asks: "What's happening with Spruce testnet?"

Kvothe does:

avalanche-intelligence search "spruce testnet" --deep

Kvothe delivers:

• All recent mentions across sources
• Sentiment breakdown
• Key influencers discussing it
• Timeline of major announcements
• Related projects/partners

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3. Trend Analysis

Gokcan asks: "What trends are emerging in Avalanche?"

Kvothe does:

avalanche-intelligence scan --hours 168  # 1 week
avalanche-intelligence report --timeframe 7d

Kvothe delivers:

• Topics with momentum (3x+ increase)
• Emerging projects/protocols
• Sentiment shifts over time
• Correlation between events
• Predictions based on patterns

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4. On-Chain Intelligence

Gokcan asks: "Any interesting on-chain activity?"

Kvothe does:

avalanche-intelligence scan --sources onchain --hours 24

Kvothe delivers:

• Large transactions (>100 AVAX)
• New contract deployments
• Address clustering patterns
• Gas usage anomalies
• Notable wallet movements

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5. Event Monitoring

Gokcan asks: "Monitor for ACP proposals"

Kvothe does:

avalanche-intelligence search "acp proposal" --source github
avalanche-intelligence watch --daemon --interval 900

Kvothe delivers:

• Real-time alerts when new proposals appear
• Historical context on similar proposals
• Community sentiment on GitHub
• Related discussions on Twitter/Reddit

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🎯 Briefing Formats

Standard Briefing

📊 **Avalanche Daily Briefing - Feb 21, 2026**

**Key Developments:**
1. Spruce testnet launched (347 mentions, +180% vs yesterday)
2. New ACP-123 proposal submitted
3. FUSD stablecoin integration announced

**Trending Topics:**
- "Evergreen" (289 mentions, sentiment: 0.72)
- "Subnet migration" (156 mentions, sentiment: 0.68)
- "Institutional RWA" (98 mentions, sentiment: 0.81)

**Sentiment Overview:**
- Overall: 0.71 (positive)
- Twitter: 0.73 | Reddit: 0.69 | GitHub: 0.75

**Notable Events:**
- 🔥 3x spike in "institutional" mentions
- ⚠️ Anomaly detected: Unusual on-chain activity (342 large txs)
- 🚀 New project: Project-X launched on subnet

**Recommendations:**
- Monitor Spruce testnet adoption closely
- Track ACP-123 community feedback
- Watch institutional RWA momentum

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Executive Summary

🎯 **Avalanche Executive Summary**

**Health Score:** 8.2/10 (↑ from 7.9 yesterday)

**Top 3 Insights:**
1. Spruce testnet generating significant buzz (3x spike)
2. Institutional interest at all-time high
3. New subnet proposals increasing ecosystem diversity

**Risk Signals:**
- None detected (sentiment stable)

**Opportunity Signals:**
- RWA tokenization gaining momentum
- DeFi protocols expanding to subnets

**Action Items:**
- Track Spruce testnet progress
- Monitor institutional partnership announcements

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Technical Briefing

🔧 **Avalanche Technical Intelligence**

**Protocol Updates:**
- Teleporter v2.3 released
- Gas optimization in latest AvalancheGo
- New subnet template for EVM chains

**On-Chain Metrics:**
- TPS: 4,500 (↑12%)
- Active addresses: 284,000 (↑8%)
- TVL: $8.2B (↑3.2%)

**Developer Activity:**
- 47 commits to avalanche-labs/* repos
- 12 new subnet proposals
- 3 major protocol upgrades announced

**Technical Sentiment:**
- Positive on scalability improvements
- Concerns about centralization
- Excitement about Teleporter

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🛠️ Technical Architecture

Data Collection (6 Sources)

• Twitter/X: API v2 with sentiment analysis
• Reddit: Multi-subreddit monitoring
• Discord: Real-time message collection
• GitHub: Repository events and proposals
• RSS: News aggregation from crypto outlets
• On-chain: Avalanche C-Chain RPC monitoring

Analysis Pipeline (4 Layers)

1. Sentiment Analysis: VADER + FinBERT + LLM composite
2. Entity Extraction: spaCy + Avalanche ecosystem entities
3. Trend Detection: Spike detection, momentum analysis, anomalies
4. Deduplication: Vector similarity for clean data

Storage (3 Backends)

• ChromaDB: Semantic search and similarity
• InfluxDB: Time-series metrics
• SQLite: Documents, signals, projects

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📊 Example Commands Kvothe Uses

Morning Routine

# Daily scan
avalanche-intelligence scan --hours 24

# Generate briefing
avalanche-intelligence report --timeframe 24h --format markdown

Deep Research

# Search specific topic
avalanche-intelligence search "new subnet" --deep

# Analyze sentiment
avalanche-intelligence scan --sources twitter,reddit --hours 168

Continuous Monitoring

# Start background monitoring
avalanche-intelligence watch --daemon --interval 900

Ecosystem Health

# Check all systems
avalanche-intelligence status

# Generate weekly report
avalanche-intelligence report --timeframe 7d

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⚙️ Configuration

The skill reads configuration from:

config/config.yaml

Key settings:

sources:
  twitter:
    enabled: true