For AI Agents

ChainAware's Behavioral Prediction MCP exposes the full power of the ChainAware AI platform as a set of Claude Code subagents. Any Claude Code environment — an IDE, a terminal, a CI pipeline, or an AI product — can install these agents and immediately gain predictive blockchain intelligence without writing a single line of API integration code.

31
Subagents
6
MCP Tools
8
Blockchains
14M+
Wallet Profiles

What Is the Behavioral Prediction MCP?

The ChainAware Behavioral Prediction MCP is a Model Context Protocol server that exposes six core prediction tools:

Tool What It Does
predictive_fraud Scores a wallet address for fraud risk (0–1)
predictive_behaviour Predicts on-chain behavioural patterns for a wallet
predictive_rug_pull Assesses rug pull risk for a token address
credit_score AI-driven crypto trust score (1–9) for lending and credit decisions
token_rank_list Returns ranked token lists by risk and quality
token_rank_single Detailed analysis of a single token

The 31 subagents in this repository are pre-built Claude Code agents that wrap these tools with focused prompts, role definitions, and decision logic — so you get expert blockchain AI behaviour out of the box.


Quick Setup

Step 1 — Get an API key

Contact ChainAware at chainaware.ai/support to receive your API key.

Step 2 — Register the MCP server in Claude Code

claude mcp add --transport sse chainaware-behavioral-prediction \
  https://prediction.mcp.chainaware.ai/sse \
  --header "X-API-Key: YOUR_API_KEY"

Step 3 — Install the subagents

Clone the repository and copy the agent files to your project:

git clone https://github.com/ChainAware/behavioral-prediction-mcp.git
cp behavioral-prediction-mcp/.claude/agents/*.md .claude/agents/

That's it. The agents are now available in any Claude Code session in that project directory. Invoke them with claude --agent chainaware-fraud-detector or trigger them from within Claude Code using @chainaware-fraud-detector.


Agent Categories

The 31 agents are organised into five functional groups:

🔐 Security & Fraud

Real-time fraud detection, rug pull screening, wallet auditing, AML scoring, and compliance screening.

8 agents

View Security Agents →

⚠️ Risk & Safety

Counterparty screening, lending risk, token launch auditing, portfolio risk advisory, and RWA screening.

6 agents

View Risk Agents →

📈 Growth & Marketing

Onboarding routing, whale detection, DeFi advisory, airdrop screening, cohort analysis, lead scoring, and wallet marketing.

10 agents

View Growth Agents →

🏆 Rankings & Tokens

Wallet ranking by behaviour, token ranking by risk, and deep token analysis combining rank and fraud signals.

3 agents

View Token Agents →

🎮 Specialised

GameFi player screening and DAO governance participation screening — purpose-built for specific Web3 verticals.

2 agents

View Specialised Agents →

Get Started

Questions about the MCP, API keys, or enterprise deployment? The ChainAware team can help.

Contact ChainAware →

View on GitHub →

Full Agent List

Agent Category Tools Used
chainaware-fraud-detector Security predictive_fraud
chainaware-rug-pull-detector Security predictive_rug_pull, predictive_fraud
chainaware-wallet-auditor Security predictive_fraud, predictive_behaviour, predictive_rug_pull
chainaware-trust-scorer Security predictive_fraud
chainaware-aml-scorer Security predictive_fraud
chainaware-reputation-scorer Security predictive_behaviour, predictive_fraud
chainaware-compliance-screener Security predictive_fraud
chainaware-transaction-monitor Security predictive_fraud, predictive_rug_pull, predictive_behaviour
chainaware-counterparty-screener Risk predictive_fraud, predictive_behaviour
chainaware-lending-risk-assessor Risk predictive_behaviour, predictive_fraud
chainaware-token-launch-auditor Risk predictive_rug_pull, predictive_fraud, predictive_behaviour
chainaware-agent-screener Risk predictive_fraud, predictive_behaviour
chainaware-portfolio-risk-advisor Risk predictive_rug_pull, token_rank_single
chainaware-rwa-investor-screener Risk predictive_fraud, predictive_behaviour
chainaware-onboarding-router Growth predictive_behaviour, predictive_fraud
chainaware-whale-detector Growth predictive_behaviour, predictive_fraud
chainaware-defi-advisor Growth predictive_behaviour, predictive_fraud
chainaware-airdrop-screener Growth predictive_behaviour, predictive_fraud
chainaware-cohort-analyzer Growth predictive_behaviour, predictive_fraud
chainaware-lead-scorer Growth predictive_behaviour, predictive_fraud
chainaware-upsell-advisor Growth predictive_behaviour, predictive_fraud
chainaware-platform-greeter Growth predictive_behaviour, predictive_fraud
chainaware-marketing-director Growth predictive_fraud
chainaware-wallet-marketer Growth predictive_behaviour, predictive_fraud
chainaware-wallet-ranker Tokens predictive_behaviour
chainaware-token-ranker Tokens token_rank_list
chainaware-token-analyzer Tokens token_rank_single, predictive_fraud
chainaware-gamefi-screener Specialised predictive_behaviour, predictive_fraud
chainaware-governance-screener Specialised predictive_behaviour, predictive_fraud
Ready to add blockchain AI to your agent?
Get an API key and start using the ChainAware MCP in minutes.

Get API Access →   GitHub Repository →

Further Reading