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ChainAware 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 agentic AI product - can install these agents and immediately gain predictive blockchain intelligence without writing a single line of API integration code. As agentic commerce scales and AI agents transact autonomously on behalf of users, ChainAware provides the trust and fraud intelligence layer that keeps those pipelines safe.

32
Subagents

6
MCP Tools

8
Blockchains

20M+
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 32 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 32 agents are organised into five functional groups:

🔐 Security & Fraud

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

9 agents

View Security Agents →

⚠️ Risk & Safety

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

7 agents

View Risk Agents →

📈 Growth & Marketing

Onboarding routing, whale detection, DeFi advisory, LTV estimation, cohort analysis, lead scoring, and wallet marketing.

11 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_behaviour
chainaware-trust-scorer	Security	predictive_fraud
chainaware-aml-scorer	Security	predictive_fraud
chainaware-reputation-scorer	Security	predictive_behaviour
chainaware-compliance-screener	Security	Agent, predictive_fraud, predictive_rug_pull
chainaware-transaction-monitor	Security	predictive_fraud, predictive_rug_pull, predictive_behaviour
chainaware-sybil-detector	Security	predictive_behaviour, predictive_fraud
chainaware-counterparty-screener	Risk	predictive_fraud, predictive_behaviour
chainaware-lending-risk-assessor	Risk	predictive_behaviour, predictive_fraud, credit_score
chainaware-token-launch-auditor	Risk	predictive_rug_pull, predictive_fraud, predictive_behaviour
chainaware-agent-screener	Risk	predictive_fraud, predictive_behaviour, predictive_rug_pull
chainaware-portfolio-risk-advisor	Risk	predictive_rug_pull, token_rank_single
chainaware-rwa-investor-screener	Risk	predictive_fraud, predictive_behaviour
chainaware-credit-scorer	Risk	credit_score
chainaware-onboarding-router	Growth	predictive_behaviour
chainaware-whale-detector	Growth	predictive_behaviour
chainaware-defi-advisor	Growth	predictive_behaviour
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
chainaware-platform-greeter	Growth	predictive_behaviour, predictive_fraud
chainaware-marketing-director	Growth	predictive_fraud
chainaware-wallet-marketer	Growth	predictive_behaviour
chainaware-ltv-estimator	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 →