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Skill 07 token analytics

Skill vaquarkhan/web3-agent-skills/skills/skill-07-token-analytics

Production-grade Agent Skills for Web3 AI agents: 15 workflows, 6 MCP servers, DeFi/NFT/compliance guardrails, and VS Code/JetBrains installers.

Install
npx -y skills add vaquarkhan/web3-agent-skills --skill skill-07-token-analytics

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Analyzes on-chain token data including whale tracking, DEX volume, wallet PnL, and token unlock schedules. Use when researching token metrics, portfolio performance, or market activity.

SKILL.md

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Token Analytics

When to Use

  • Tracking whale wallet movements
  • Analyzing DEX trading volume and liquidity
  • Calculating wallet profit/loss (PnL)
  • Monitoring token unlock/vesting schedules
  • Identifying smart money flows

Prerequisites

  • MCP: blockchain-rpc-server, defi-protocol-server, price-feed-server
  • Optional: Dune Analytics, Nansen, Arkham APIs

Workflow

1. Whale Tracking

  1. Define whale threshold (e.g., > 0.1% of supply or > $1M holdings)
  2. Query top holders via explorer API or eth_call on token contract
  3. Monitor large transfers via event logs (Transfer topic)
  4. Alert on exchange inflows (potential sell pressure)

2. DEX Volume

  • Pull 24h volume from subgraph (Uniswap, Curve) via defi-protocol-server
  • Compare CEX vs DEX volume for price discovery quality
  • Track unique traders and buy/sell ratio

3. Wallet PnL

Realized PnL = Σ(sell proceeds) - Σ(buy cost basis for sold tokens)
Unrealized PnL = current value - remaining cost basis
  1. Index wallet Transfer events for target token
  2. Apply FIFO or specific-lot cost basis method
  3. Fetch historical prices from price-feed-server
  4. Account for gas costs and bridge fees

4. Unlock Schedules

  • Parse vesting contracts (linear, cliff, milestone)
  • Cross-reference with token allocations (team, investors, community)
  • Flag upcoming unlocks > 1% of circulating supply

Data Sources

SourceData
The GraphDEX trades, LP events, lending
CoinGeckoMarket cap, price history
EtherscanHolder distribution, contract events
Token unlocks APIsVesting calendars

Output Format

Present analytics with:

  • Time range and data freshness timestamp
  • Methodology (cost basis method, price source)
  • Confidence level for incomplete data

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