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Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
Free 30-min Web3 Consultation
Book Consultation
Smart Contract Security Audits
View Audit Services
Custom DeFi Protocol Development
Explore DeFi
Full-Stack Web3 dApp Development
View App Services
LABS
Services

Rug Pull & Exit Scam Pattern Recognition

A proactive risk engine that analyzes tokenomics, liquidity pool dynamics, and developer wallet activity to identify high-probability rug pull and exit scam patterns in new DeFi projects.
Chainscore © 2026
overview
CORE SERVICE

Smart Contract Development

Secure, audited smart contracts built for production and scale.

We architect and deploy battle-tested smart contracts that form the foundation of your protocol. Our development process is built on security-first principles and delivers production-ready code from day one.

  • Full lifecycle development: From initial design and Solidity/Rust development to deployment and on-chain management.
  • Comprehensive audits: Every contract undergoes internal review and formal audits with leading firms like CertiK and Quantstamp.
  • Gas optimization: We write for efficiency, targeting 30-50% lower gas costs for end-users.

Our team specializes in the core standards and advanced patterns that power modern dApps.

  • Token Standards: Custom ERC-20, ERC-721, and ERC-1155 implementations with minting, staking, and governance modules.
  • DeFi Primitives: Automated Market Makers (AMMs), liquidity pools, lending/borrowing engines, and yield aggregators.
  • Enterprise Logic: Multi-signature wallets, upgradeable proxy patterns (TransparentProxy/UUPS), and custom access control systems.

We don't just write code; we deliver a secure, maintainable asset. Get a fully documented, audited smart contract suite in as little as 4-6 weeks.

key-features-cards
PROPRIETARY TECHNOLOGY

How Our Detection Engine Works

Our multi-layered detection system combines on-chain forensics with behavioral analysis to identify exit scams and rug pulls before they impact your users. We deliver actionable intelligence, not just raw alerts.

01

Real-Time On-Chain Monitoring

Continuously scans transaction mempools, liquidity pool changes, and token holder distributions across 50+ EVM and non-EVM chains. Detects anomalous patterns like sudden liquidity removal or owner privilege abuse in under 3 seconds.

50+
Chains Monitored
< 3 sec
Alert Latency
02

Smart Contract Vulnerability Analysis

Static and dynamic analysis of contract bytecode to identify malicious logic, hidden mint functions, and mutable ownership risks. Integrates findings from 100+ known exploit patterns and our proprietary threat database.

100+
Exploit Patterns
0 False Positives
Critical Alerts
03

Behavioral & Social Signal Correlation

Analyzes developer and project activity across GitHub, social media, and governance forums. Flags high-risk signals like anonymous teams, deleted repositories, or sudden promotional spikes preceding liquidity events.

24/7
Signal Tracking
10+ Data Sources
Correlated
04

Risk Scoring & Triage Dashboard

Automatically assigns a dynamic risk score (0-100) to each alert based on severity, confidence, and financial impact. Our triage system prioritizes critical threats for your security team, reducing alert fatigue by 80%.

80%
Alert Noise Reduction
Dynamic 0-100
Risk Score
06

Forensic Audit Trail & Reporting

Generates immutable, court-admissible reports detailing the complete attack timeline, fund flow, and involved addresses. Essential for compliance, insurance claims, and post-incident recovery efforts.

Court-Admissible
Reports
Immutable
Audit Trail
benefits
TANGIBLE RESULTS

Business Outcomes for Your Protocol

Our Rug Pull & Exit Scam Pattern Recognition service delivers measurable security and trust advantages, directly impacting your protocol's growth, user retention, and valuation.

01

Enhanced User Trust & Retention

Proactively identify and flag high-risk contracts before they interact with your protocol. This demonstrable security layer reduces user anxiety, increases deposit confidence, and directly lowers churn rates.

>40%
Lower Churn
24/7
Real-time Monitoring
02

Reduced Insurance & Legal Risk

Mitigate liability by providing auditable proof of due diligence. Our detection system creates a verifiable log of risk assessments, strengthening your position with insurers and reducing potential legal exposure from platform-associated scams.

Auditable
Compliance Logs
Proactive
Risk Mitigation
03

Accelerated Institutional Adoption

Meet the stringent security requirements of funds, market makers, and enterprises. Institutional-grade threat intelligence and reporting make your protocol a viable, secure partner for large-scale capital deployment.

Institutional
Grade Security
Comprehensive
Reporting
04

Superior Due Diligence for Integrations

Automate and scale the vetting process for new token listings, yield vaults, or cross-protocol partnerships. Make faster, data-driven integration decisions without compromising on security standards.

< 5 min
Vetting Time
Data-Driven
Decisions
05

Protect Protocol Treasury & Fees

Safeguard your protocol-owned liquidity and revenue streams from being siphoned through malicious integrations or fake token approvals. Ensure sustainable economics by preventing direct financial loss.

Treasury
Protection
Revenue
Security
06

Competitive Market Differentiation

In a crowded market, proven security infrastructure is a key differentiator. Market your protocol's integrated scam detection as a core feature to attract security-conscious developers and users.

Key
Differentiator
Trust
As a Feature
Infrastructure Decision Analysis

Build vs. Buy: Rug Pull Detection

Compare the total cost, risk, and operational burden of developing a proprietary detection system versus leveraging Chainscore's enterprise-grade API.

FactorBuild In-HouseChainscore API

Time to Deploy Production System

6-12 months

2-4 weeks

Initial Development Cost

$250K - $500K+

$0 (API subscription)

Detection Model Accuracy

Variable (requires R&D)

99.5% (validated)

Covered Attack Vectors

Limited to team expertise

50+ patterns (rug pulls, honeypots, soft rugs)

Real-time Monitoring & Alerts

Build and maintain infrastructure

Included with 24/7 SLA

Model Maintenance & Updates

Ongoing engineering cost

Handled by Chainscore

Smart Contract Audit Integration

Separate procurement & integration

Pre-integrated audit data layer

Compliance & Reporting

Manual process development

Automated dashboards & logs

Annual Total Cost of Ownership (Year 1)

$300K - $600K+

Starting at $48K/year

Team Requirement

3-5 Sr. Engineers + Data Scientists

1 Developer for integration

how-we-deliver
PROVEN METHODOLOGY

Our Delivery & Integration Process

A structured, four-phase approach designed for rapid integration and immediate value. We deliver a production-ready detection system, not just a report.

01

Phase 1: Threat Intelligence & Model Design

We analyze your specific risk profile and token ecosystem to design a custom detection model. This includes defining 50+ on-chain and off-chain signals for rug pulls, honeypots, and exit scams.

50+
Risk Signals
1-2 days
Design Sprint
02

Phase 2: System Development & Integration

Our engineers build and deploy the detection engine. We provide a secure API endpoint and webhook system for real-time alerts, with full documentation for your development team.

REST API
Integration
Real-time
Webhook Alerts
03

Phase 3: Testing & Validation

We validate the model against historical scam data and a live testnet environment. You receive a detailed performance report covering precision, recall, and false positive rates.

>95%
Detection Rate
<5%
False Positives
04

Phase 4: Production Deployment & Support

We manage the go-live process and provide 30 days of post-deployment monitoring and tuning. Includes access to our technical support and quarterly threat model updates.

30 days
Included Support
99.9% SLA
System Uptime
Rug Pull & Exit Scam Detection

Frequently Asked Questions

Get clear answers on how our pattern recognition service protects your platform and users from malicious actors.

Our system employs a multi-layered detection engine. It analyzes on-chain data (tokenomics, liquidity locks, holder distribution) and off-chain signals (social sentiment, developer activity) in real-time. We use machine learning models trained on historical rug pulls to identify over 15 distinct risk patterns, such as liquidity drain signatures and owner privilege anomalies. The result is a dynamic risk score and actionable alerts for your team.

ENQUIRY

Get In Touch
today.

Our experts will offer a free quote and a 30min call to discuss your project.

NDA Protected
24h Response
Directly to Engineering Team
10+
Protocols Shipped
$20M+
TVL Overall
NDA Protected Directly to Engineering Team
Rug Pull Detection Engine | Chainscore Labs | ChainScore Guides