Pandas TA Indicators

Pandas TA Indicators: Pandas TA Indicators: specialized toolkit for 3+ finance workflows covered in the triggers section.

✓ 0 reported success·v0.1.0·

Overview

Pandas TA Indicators 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/pandas-ta-indicators for bilingual documentation and use cases. Compatible with the Doramagic ecosystem (Claude Code, Cursor, openclaw, ChatGPT, Gemini, etc.).

Blueprint Source

finance-bp-122

tangweigang-jpg/doramagic-skills6360a632 source files

Constraints

34total
19fatal
19 must-not-violate

Evidence Quality

Confidence88%

Medium confidence — review before critical use

19 non-negotiable constraints

FATALdomain_rulefinance-C-003

WHENWhen calculating technical indicators

ACTIONpreserve the input DataFrame index without reindexing

CONSEQUENCEReindexing breaks temporal alignment with other features, causes data corruption in time-series datasets, and may shift indicator values to incorrect timestamps

FATALclaim_boundaryfinance-C-010

WHENWhen using ta library for financial analysis

ACTIONclaim the library provides real-time trading signals or live trading capability

CONSEQUENCEThe library is a feature engineering tool that calculates technical indicators from historical OHLCV data; presenting these as trading signals could lead to financial losses if users trade without proper risk management

FATALclaim_boundaryfinance-C-011

WHENWhen calculating technical indicators on financial data

ACTIONpresent backtest results as guaranteed future trading performance

CONSEQUENCEHistorical indicator values do not guarantee future performance; backtest results are affected by look-ahead bias, survivorship bias, and market regime changes

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.