opendcai/dataflow-webui/core-text

core_text operator reference

Per-operator API documentation for DataFlow's core_text family. Consult it when you need an operator's exact constructor and run() signature, its real row-processing behaviour, or the mistakes that break it.

Do not invoke this as a skill. There is no workflow here. The generating-dataflow-pipeline skill reads these files when it needs an operator beyond its six core primitives.

Layout

core_text/<category>/<operator>/
├── SKILL.md            English reference: constructor, run(), execution logic,
│                       mandatory rules, return-value semantics
├── SKILL_zh.md         Chinese translation
└── examples/
    ├── good.md         Best-practice pipeline usage
    └── bad.md          Common mistakes and how they fail

What is documented

How to use it

1. Find the operator's directory under its category.
2. Read its SKILL.md for the authoritative signature.
3. Check that operator's bad.md example before writing code — it documents the

failure modes that come up most often.

Accuracy and scope

These are static reference docs, aligned to a specific DataFlow version (recorded in VERSION.md in this directory). They are not a live query.

When an MCP server is available, get_operator_detail_by_name is authoritative: it reflects the operators actually installed. Prefer it, and treat a disagreement with these files as this reference being out of date.

Adding an operator

1. Create core_text/<category>/<operator-slug>/ containing SKILL.md, its

SKILL_zh.md translation, plus good.md and bad.md under examples/.

1. Add the operator to the category table above. Add a rule to

../generating-dataflow-pipeline/SKILL.md only when it changes operator selection policy; the planner reads this index on demand.