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/cli-anything-openrefine

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.

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cli-anything
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Install
$ npx -y skills add HKUDS/CLI-Anything --skill cli-anything-openrefine --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/cli-anything-openrefine

Context preview

The summary Claude sees to decide when to auto-load this skill.

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.

SKILL.md

cli-anything-openrefine.SKILL.md
name: "cli-anything-openrefine"
description: "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."
contributor: "CLI-Anything-Team"

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`.

Read more
Ships withcli-anything

"CLI-Anything: Making ALL Software Agent-Native" -- CLI-Hub: https://clianything.cc/

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