Looking for an overview of what each agent category does? See For AI Agents - the buyer-journey guide to ChainAware's agent capabilities.
This section is the technical reference: agent names, descriptions, parameters, and Claude Code integration.

Ready-made Agents¶

The ChainAware Behavioral Prediction MCP comes with 32 pre-built Claude Code subagents - specialist AI agents that wrap the MCP tools with focused prompts and decision logic. Each one handles a specific Web3 intelligence task out of the box.

Clone the repo. Drop an agent into your project. Done.

GitHub: github.com/ChainAware/behavioral-prediction-mcp

Quick Setup¶

# 1. Add the MCP server
claude mcp add --transport sse chainaware-behavioral-prediction \
  https://prediction.mcp.chainaware.ai/sse --header "X-API-Key: YOUR_KEY"

# 2. Clone the agents
git clone https://github.com/ChainAware/behavioral-prediction-mcp.git
cp -r behavioral-prediction-mcp/.claude/agents/ .claude/agents/

# 3. Use any agent instantly
# "fraud check on 0x742d35Cc..."
# "screen these wallets for our airdrop"
# "what DeFi products suit this wallet?"

Get your API key at chainaware.ai/pricing.

Two Categories of Intelligence¶

The 32 agents divide into two functional groups that work together:

Fraud Tech answers: "Can we trust this wallet, contract, token, or transaction?"
These agents protect protocols from losses, enforce AML compliance, prevent Sybil attacks, and screen counterparties before execution. Every Growth Tech agent runs a Fraud Tech check internally before generating any recommendation - fraud protection runs across every decision, not just at entry.

Growth Tech answers: "Now that we know this wallet is legitimate, how do we convert it, retain it, and grow it?"
These agents turn verified behavioural intelligence into personalised acquisition, onboarding, conversion, and retention decisions.

Key accuracy figures:
- Fraud detection: 98% accuracy on Ethereum · 96% on BNB (backtested against CryptoScamDB)
- Rug pull detection: 90.1% accuracy on PancakeSwap V2 data
- 84% of typical campaign participants are ghost wallets with zero real engagement - the agents filter these automatically

All 32 Agents at a Glance¶

Fraud & Safety¶

Agent	Purpose	Speed
chainaware-wallet-auditor	Full due diligence: fraud + behaviour + rug pull	Haiku
chainaware-fraud-detector	Fast wallet fraud screening	Haiku
chainaware-rug-pull-detector	Smart contract & LP safety	Haiku
chainaware-counterparty-screener	Pre-transaction go/no-go	Haiku
chainaware-trust-scorer	Simple trust score (0-1)	Haiku
chainaware-transaction-monitor	Autonomous pipeline risk scoring	Haiku
chainaware-sybil-detector	Batch Sybil & wallet farm detection	Haiku

Compliance & AML¶

Agent	Purpose	Speed
chainaware-aml-scorer	AML compliance score for KYC/onboarding	Haiku
chainaware-compliance-screener	MiCA-aligned full compliance report	Haiku
chainaware-rwa-investor-screener	RWA investor suitability & whitelist	Haiku

Growth & Marketing¶

Agent	Purpose	Speed
chainaware-wallet-marketer	Hyper-personalised ≤20-word message	Haiku
chainaware-platform-greeter	Context-aware welcome copy per dApp	Haiku
chainaware-upsell-advisor	Next-best-product recommendation	Haiku
chainaware-lead-scorer	Sales lead qualification (0-100)	Haiku
chainaware-ltv-estimator	12-month revenue potential (USD range)	Haiku
chainaware-cohort-analyzer	Segment wallets into behavioural cohorts	Haiku
chainaware-marketing-director	Full campaign brief orchestrator	Haiku

DeFi Intelligence¶

Agent	Purpose	Speed
chainaware-defi-advisor	Personalised DeFi product recommendations	Haiku
chainaware-lending-risk-assessor	Borrower risk grade + collateral ratio	Haiku
chainaware-credit-scorer	Crypto credit score 1-9 (ETH)	Haiku
chainaware-portfolio-risk-advisor	Portfolio rug pull scan + rebalancing plan	Haiku
chainaware-whale-detector	Whale tier classification + VIP routing	Haiku
chainaware-onboarding-router	Route users to the right onboarding flow	Haiku
chainaware-reputation-scorer	Numeric reputation score (0-4000)	Haiku
chainaware-wallet-ranker	Global experience rank + leaderboard	Haiku

Token & Community¶

Agent	Purpose	Speed
chainaware-token-ranker	Rank tokens by holder community strength	Haiku
chainaware-token-analyzer	Deep-dive: top holders + fraud screening	Haiku
chainaware-token-launch-auditor	Pre-listing launch safety audit	Haiku
chainaware-airdrop-screener	Batch sybil filter + fair allocation	Haiku

Specialised¶

Agent	Purpose	Speed
chainaware-governance-screener	DAO voter Sybil detection + weight multiplier	Haiku
chainaware-gamefi-screener	P2E bot detection + matchmaking tier	Haiku
chainaware-agent-screener	AI agent wallet trust scoring	Haiku

How to Choose the Right Agent¶

Checking a wallet or address?
  → Quick check only              chainaware-fraud-detector
  → Pre-transaction               chainaware-counterparty-screener
  → Full profile                  chainaware-wallet-auditor
  → Checking a contract           chainaware-rug-pull-detector

Running a DeFi platform?
  → Onboard new users             chainaware-onboarding-router
  → Personalise the UI            chainaware-platform-greeter
  → Recommend products            chainaware-defi-advisor
  → Assess a borrower             chainaware-lending-risk-assessor
  → Screen for compliance         chainaware-compliance-screener

Running a campaign or airdrop?
  → Segment your user base        chainaware-cohort-analyzer
  → Score leads                   chainaware-lead-scorer
  → Write personalised messages   chainaware-wallet-marketer
  → Run the whole campaign        chainaware-marketing-director
  → Fair airdrop                  chainaware-airdrop-screener

Working with tokens?
  → Research a token              chainaware-token-analyzer
  → Find quality tokens           chainaware-token-ranker
  → Vet a new launch              chainaware-token-launch-auditor
  → Review your portfolio         chainaware-portfolio-risk-advisor

Specialised needs?
  → DAO governance                chainaware-governance-screener
  → GameFi / P2E                  chainaware-gamefi-screener
  → AI agent trust                chainaware-agent-screener
  → RWA investor whitelist        chainaware-rwa-investor-screener

Network Support¶

Tool	ETH	BNB	POLYGON	TON	BASE	TRON	HAQQ	SOLANA
`predictive_fraud`	✅	✅	✅	✅	✅	✅	✅	-
`predictive_behaviour`	✅	✅	-	-	✅	-	✅	✅
`predictive_rug_pull`	✅	✅	-	-	✅	-	✅	-
`token_rank_list/single`	✅	✅	-	-	✅	-	-	✅
`credit_score`	✅	✅	✅	✅	✅	-	✅	-

See also: Prediction MCP | For AI Agents | GitHub