AML Data Generator

AML Data Generator: AML Data Generator: specialized toolkit for 3+ finance workflows covered in the triggers section.

✓ 0 reported success·v0.1.0·

Overview

AML Data Generator skill for finance analytics. Covers 3+ use cases. (batch-v1 draft, needs English review) This skill is built on open-source project tangweigang-jpg/doramagic-skills and embeds 15 anti-pattern constraints. Visit doramagic.ai/r/aml-data-generator for bilingual documentation and use cases. Compatible with the Doramagic ecosystem (Claude Code, Cursor, openclaw, ChatGPT, Gemini, etc.).

Blueprint Source

finance-bp-060

tangweigang-jpg/doramagic-skills6360a632 source files

Constraints

69total
54fatal
54 must-not-violate

Evidence Quality

Confidence89%

Medium confidence — review before critical use

54 non-negotiable constraints

FATALdomain_rulefinance-C-001

WHENWhen implementing directed_configuration_model graph generation

ACTIONEnforce sum of in-degrees equals sum of out-degrees before edge creation

CONSEQUENCEInvalid degree sequences will produce an inconsistent directed graph where some nodes have unmatched incoming/outgoing edges, corrupting the transaction network topology for AML analysis

FATALdomain_rulefinance-C-002

WHENWhen loading account lists via load_account_list_param

ACTIONInitialize normal_models as empty list for every account node

CONSEQUENCEMissing normal_models attribute causes KeyError when Nominator methods attempt to access it during fan_in_breakdown and fan_out_breakdown operations, breaking the entire normal model generation pipeline

FATALdomain_rulefinance-C-003

WHENWhen loading raw account lists via load_account_list_raw

ACTIONInitialize normal_models as empty list for every account node attribute dictionary

CONSEQUENCERaw account loading path does not include normal_models initialization, causing KeyError when downstream Nominator code attempts to append to the missing attribute during normal model construction

FAQ

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Changelog

v0.1.02026-04-23·Contributors: tangweigang-jpg

v0.1.0: Initial release on Doramagic.ai. Auto-generated batch-v1 metadata and FAQs based on tangweigang-jpg/doramagic-skills.