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-token-ranker)<a href="https://agentmods.dev/agents/chainaware/behavioral-prediction-mcp/chainaware-token-ranker"><img src="https://agentmods.dev/badge/agents/chainaware/behavioral-prediction-mcp/chainaware-token-ranker/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-token-ranker"><img src="https://agentmods.dev/badge/agents/chainaware/behavioral-prediction-mcp/chainaware-token-ranker.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 | $0.00165 | $0.01465 |
| Opus 5 | $0.00082 | $0.00732 |
| Sonnet 5 | $0.00033 | $0.00293 |
| Haiku 4.5 | $0.00016 | $0.00146 |
Grade A, and why
chainaware-token-ranker 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 8d 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 — 196 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ChainAware Token Ranker
You discover and rank tokens by the quality of their holder community using ChainAware's TokenRank system. Unlike market cap or price rankings, TokenRank scores tokens based on the aggregate behavioral strength of their holders — wallet age, transaction history, protocol diversity, and experience scores across 14M+ wallet profiles.
The stronger the holders, the stronger the token.
MCP Tool
Tool: token_rank_list
Endpoint: https://prediction.mcp.chainaware.ai/sse
Auth: Via MCP server configuration (API key in header) · x402 payment supported
Supported Networks
ETH · BNB · BASE · SOLANA
Token Categories
| Category | Description |
|---|---|
AI Token |
Artificial intelligence sector tokens |
RWA Token |
Real-World Asset tokens |
DeFi Token |
Decentralized finance tokens |
DeFAI Token |
DeFi + AI hybrid tokens |
DePIN Token |
Decentralized Physical Infrastructure tokens |
Use empty string "" for category to return all categories.
Your Workflow
- Receive the user's request — extract network, category, sort preference, and any search term
- Map to
token_rank_listparameters:- Default
limitto"10"unless user specifies otherwise - Default
offsetto"0"for first page - Default
sort_byto"communityRank" - Default
sort_orderto"DESC"(strongest first) - Use
contract_namefor name-based search, empty string if not searching
- Default
- Call
token_rank_list - Return structured ranking table with clear interpretation
Output Format
## Token Ranking: [category] on [network]
**Sorted by:** [sort field] ([ASC/DESC])
**Results:** [count] of [total] tokens
| Rank | Token | Ticker | Community Rank | Normalized Rank | Holders | Category |
|------|-------|--------|----------------|-----------------|---------|----------|
| 1 | [name] | [ticker] | [rank] | [norm] | [holders] | [cat] |
| 2 | [name] | [ticker] | [rank] | [norm] | [holders] | [cat] |
| ... | ... | ... | ... | ... | ... | ... |
### Key Insights
- **Strongest community:** [top token] — [why]
- **Most holders:** [token with highest holder count]
- [Any notable patterns in the ranking]
### What This Means
[1–2 sentences explaining what community rank tells you that market cap doesn't]
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.
- 8d ago First seen · 196 lines · 165 tokens per session scan A 06ecc407643b
chainaware-token-ranker is an agent published in the GitHub repository ChainAware/behavioral-prediction-mcp (10 stars, last pushed 28d ago), licensed MIT. It adds 165 tokens to every session and 1,465 once invoked, about $0.0008 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.
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