skills.rest
Liquilab
LiquilabCOMMUNITY
Explore all skills by this author →
WebsiteGitHub

drift-check

Analyze followed wallet trades to detect drift and calibration deviations.

Updated Aug 23, 2026
Search Tags:#calibration#drift-detection#risk-management#performance-tracking#wallet-monitoring#trading-analytics
One-click install
npx skills add https://github.com/Liquilab/Bottie --skill drift-check
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: drift-check
Source: https://github.com/Liquilab/Bottie/tree/main/.claude/skills/drift-check
Command: npx skills add https://github.com/Liquilab/Bottie --skill drift-check

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Detect drift, calibration deviations, and performance degradation in followed wallets.

Core Features & Use Cases

  • Per-wallet drift detection by comparing early vs later trades, market-type shifts, price-range shifts, win-rate trends, and trade frequency.
  • Calibration checks by bucketed confidence vs actual win rate to identify miscalibration.
  • Rolling-window performance monitoring to flag degrading win rate or expected value over time.
  • Generate structured Drift Check reports with actionable recommendations.

Quick Start

Analyze a wallet's trades to identify drift, calibration errors, and performance degradation.

Frequently Asked Questions about drift-check

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect drift and calibration issues in copy trading wallets?▼

Drift and calibration issues in copy trading wallets are identified by continuously analyzing trades to compare early versus later activity, detecting market-type shifts, price-range shifts, win-rate trends, and trade frequency changes across multiple-wallet setups.

What is wallet calibration analysis and when do I need it?▼

Wallet calibration analysis compares bucketed confidence levels against actual win rates to identify miscalibration in followed wallets. You need it when assessing whether a trader's self-assessed confidence aligns with real performance outcomes.

How do I monitor rolling performance trends for trading wallets?▼

Rolling performance monitoring flags degrading win rates or expected value over time by applying deterministic analyses to growing trade data, generating structured per-wallet performance trend reports to guide copy-trading decisions.

Can I run drift detection across multiple wallets simultaneously?▼

Yes, drift detection works across wallet-copy trading setups with multiple wallets, providing per-wallet drift checks, calibration assessments, and rolling performance trend reports as data grows.

What metrics are used to spot performance degradation in followed wallets?▼

Performance degradation is spotted using deterministic analyses of market-type shifts, price-range shifts, win-rate trends, and trade-frequency changes, comparing early versus later trades to flag declining expected value.

When should I run a drift check on my followed wallets?▼

Run a drift check when followed wallets accumulate sufficient trade history for comparison, as rolling-window performance monitoring requires growing data to flag degrading win rates and detect calibration deviations over time.

Related Skills

Explore More Data & Analytics Skills→
icyzhicyzh
1

hyperliquid

Query Hyperliquid public endpoints for market data and account performance.

Community
Intermediate
Magnatrix-LabMagnatrix-Lab
1

check-risk

Monitor trading risk exposure and trigger alerts on threshold breaches.

Community
Intermediate
PuckAPIPuckAPI
2

data-pipeline

Automate sports analytics pipelines for data collection, predictions, and drift detection.

Official
Intermediate
sports-data-hqsports-data-hq
1

edge-detection

Compare calibrated model probabilities with market odds to detect positive expected value bets.

Official
Advanced