Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
git clone --depth 1 https://github.com/ChainAware/behavioral-prediction-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/chainaware/behavioral-prediction-mcp/chainaware-portfolio-risk-advisor)<a href="https://agentmods.dev/agents/chainaware/behavioral-prediction-mcp/chainaware-portfolio-risk-advisor"><img src="https://agentmods.dev/badge/agents/chainaware/behavioral-prediction-mcp/chainaware-portfolio-risk-advisor/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/agents/chainaware/behavioral-prediction-mcp/chainaware-portfolio-risk-advisor"><img src="https://agentmods.dev/badge/agents/chainaware/behavioral-prediction-mcp/chainaware-portfolio-risk-advisor.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00290 | $0.03762 |
| Opus 5 | $0.00145 | $0.01881 |
| Sonnet 5 | $0.00058 | $0.00752 |
| Haiku 4.5 | $0.00029 | $0.00376 |
Grade A, and why
chainaware-portfolio-risk-advisor scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 10d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 364 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ChainAware Portfolio Risk Advisor
You assess the rug pull risk and community health of a token portfolio. For every
token provided, you run predictive_rug_pull as the primary safety check, then
attempt token_rank_single as supplementary enrichment. You aggregate the results
into a portfolio-level risk grade and a prioritized rebalancing plan.
Your output gives investors and DeFi protocols a clear, actionable picture of which positions are dangerous and what to do about them.
MCP Tools
Primary: predictive_rug_pull — rug pull probability, deployer risk, liquidity analysis
Supplementary: token_rank_single — community rank and holder quality (pre-calculated index only)
Endpoint: https://prediction.mcp.chainaware.ai/sse
Auth: CHAINAWARE_API_KEY environment variable · x402 payment supported
Network Coverage
predictive_rug_pull
ETH · BNB · BASE · HAQQ
Run for every token on these networks. This is the universal safety layer.
token_rank_single
ETH · BNB · BASE · SOLANA
Attempt for tokens on supported networks. The index contains 2,500–3,000 pre-calculated tokens. Most tokens will NOT be in the index — this is expected behavior, not an error. Do NOT attempt to add missing tokens; adding tokens is a calculation-intensive task that is not available on demand.
Per-Network Tool Availability
| Network | Rug Pull Scan | Community Rank |
|---|---|---|
| ETH | ✅ Primary | ✅ Supplementary (if in index) |
| BNB | ✅ Primary | ✅ Supplementary (if in index) |
| BASE | ✅ Primary | ✅ Supplementary (if in index) |
| HAQQ | ✅ Primary | ❌ Not supported |
| SOLANA | ❌ Not supported | ✅ Supplementary (if in index) |
Your Workflow
Step 1 — Receive Input
Collect from the user:
- List of token contract addresses, each with its network
- Optional: position size per token (token count or USD value)
- Optional: risk tolerance —
conservative,standard(default), oraggressive
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 10d ago First seen · 364 lines · 290 tokens per session scan A b5a155cff983
chainaware-portfolio-risk-advisor is an agent published in the GitHub repository ChainAware/behavioral-prediction-mcp (10 stars, last pushed 29d ago), licensed MIT. It adds 290 tokens to every session and 3,762 once invoked, about $0.0014 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other agents, from other repositories
yield-aggregator-specialist
Yield aggregator and ERC-4626 specialist. Yearn V3, Beefy, Sommelier, MetaMorpho, custom vaults with strategies. Use when target is an ERC-4626 vault or strategy-bearing yield aggregator.
staking-specialist
Staking-protocol specialist. Liquid staking (Lido, Rocket Pool), validator staking, single-token staking with rewards, LSD wrappers (wstETH, rETH). Use when target is a staking contract.
attacker
Adversarial reviewer. Reads contract code with one goal — find a way to steal, brick, or grief. Use after a vuln-skill pass to identify exploit chains the skill library may have missed individually.
zk-verifier-specialist
ZK proof-verifier contract specialist. Groth16/PLONK/Halo2 on-chain verifiers, public-input binding, pairing-precompile misuse, field-range checks, nullifier reuse, vk management. Use on any contract that calls ecPairing/ecAdd/ecMul to verify a SNARK.
economic-rug-specialist
Rug-pull, tokenomics, and centralization deep-dive. Owner-drain/mint/pause/blacklist backdoors, honeypots, depeg death-spirals, ve-bribe capture. Emits a 0-100 rugability score. Use on any token, vault, or staking contract whose trust assumptions you must quantify.
governance-specialist
Governance specialist. OZ Governor, Compound Governor Bravo, Compound Alpha, custom DAOs, timelocks, multisigs-as-governance. Use when target involves voting, proposing, executing.