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cli-anything-openrefine

Clean messy tabular data through OpenRefine using command-line operations. Import files, inspect rows, apply reusable JSON transformation histories, and export cleaned CSV or TSV data, with session support for undoing and redoing changes.

한국어 요약은 준비 중입니다. 영어 요약을 표시하고 있습니다.

원문원문 설명 보기

Use OpenRefine through an agent-native CLI for importing messy data, applying JSON operation histories, inspecting rows, exporting cleaned data, and managing session undo/redo.

설치 방법 보기

이럴 때 유용합니다

  • Remove extra spaces from names in a CSV file
  • Reuse the same cleaning steps on another dataset
  • Inspect sample rows before and after transformation
  • Export cleaned data as CSV or TSV

포함된 파일(1)

  • SKILL.md2.6 KB

SKILL.md(원문)

설치하기 전에 에이전트에게 전달되는 지시 내용을 확인할 수 있습니다.

CLI-Anything OpenRefine

Use this skill when a task needs OpenRefine data cleaning, transformation, reusable operation histories, or CSV/TSV export from an automated agent workflow.

Prerequisites

Install the harness:

cd openrefine/agent-harness
python -m pip install -e .

Start OpenRefine before backend commands:

openrefine -i 127.0.0.1 -p 3333

Set a custom server with OPENREFINE_URL=http://127.0.0.1:3333 or pass --base-url.

Command Rules For Agents

  • Prefer --json on every one-shot command.
  • Use --session <path> for isolated task state.
  • Import or open a project before row, apply, export, undo, or redo commands.
  • Existing OpenRefine operation-history JSON can be passed directly to data apply.
  • Generated files are normal OpenRefine operation JSON and exported CSV/TSV data.

Common Commands

cli-anything-openrefine --json server ping
cli-anything-openrefine --json project list
cli-anything-openrefine --json --session run/session.json project import messy.csv --name cleanup
cli-anything-openrefine --json --session run/session.json data rows --limit 10
cli-anything-openrefine --json ops text-transform run/trim.json --column Name --expression 'value.trim()'
cli-anything-openrefine --json --session run/session.json data apply run/trim.json
cli-anything-openrefine --json --session run/session.json data export run/clean.csv --format csv
cli-anything-openrefine --json --session run/session.json session undo
cli-anything-openrefine --json --session run/session.json session redo

REPL

Run cli-anything-openrefine with no subcommand to enter the REPL.

For automated user journeys, pipe newline-separated REPL commands through stdin. Redirected streams automatically use an ASCII-only input/output path while interactive terminals retain the Unicode banner, prompt history, and styling:

printf 'help\nexit\n' | cli-anything-openrefine

Unicode payloads are rendered as reversible ASCII backslash escapes when the REPL is redirected, preventing legacy Windows output encodings from turning a successful command into a failed journey.

Piped workflows return a nonzero exit status at exit or EOF if any command failed, allowing CI to detect an unsuccessful user journey.

Error Handling

When --json is set, command failures write a JSON object to stderr with ok: false.

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