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forgemeshlabs

Anomaly Tracker MCP

nft_scan

Detect anomalous patterns in NFT collections before they become obvious. Supply a contract address to receive a story label and anomaly score.

Instructions

Anomaly scan for an NFT collection — detects sweep accumulation, wash trading patterns, and mint surges before they're obvious. Pass a contract address. Returns a story label (e.g. 'Sweep Accumulation', 'Wash Trading Detected') and anomaly score. Costs $0.03 USDC on Base mainnet.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
tokenYesNFT contract address (ERC-721 or ERC-1155), e.g. 0xbc4ca0eda7647a8ab7c2061c2e118a18a936f13d
chainNoBlockchain (default: ethereum)
windowNoLookback window (default: 24h)
Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description carries the burden. It discloses cost and return format (story label, anomaly score) but lacks information on side effects, rate limits, or idempotency.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two sentences front-loading the core purpose and adding essential details cost and output. No wasted words.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given no output schema, the description adequately describes the return (story label, anomaly score) and covers the main use case. Missing edge cases or error conditions, but acceptable for a simple tool.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the description adds little beyond the schema. It reiterates passing a contract address but does not clarify parameter relationships or provide new details about enums.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states it performs an anomaly scan for NFT collections, listing specific detectable patterns (sweep accumulation, wash trading, mint surges) and differentiates from sibling tools like anomaly_scan by focusing on NFTs.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description tells users to pass a contract address and mentions cost, but does not explicitly state when to use this tool versus alternatives or provide any exclusion criteria.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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