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Agent skill · Audited from source

Csv Header And Prefix Cleaning Script

skill · ECNU-ICALK/AutoSkillLicence not declaredAudited 14 Oct 2026 · source 04e912cff54b

★ 602pushed 157 days agoversion 0.1.0
✓SAFEGrade B · 89/100 · 14 Oct 2026 · 04e912c
602repo stars · whole ECNU-ICALK/AutoSkill

Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 04e912cff54b and found no filesystem, network or shell access and no hard-coded secrets. What it does: Generates a Python script to clean CSV files by conditionally removing the header row and stripping the first two characters from the first column based on whether they are letters or numbers.

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Cite this page

ModelsAtlas. “Csv Header And Prefix Cleaning Script (ECNU-ICALK/AutoSkill)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/ecnu-icalk/csv-header-and-prefix-cleaning-script

Trust audit

Audit 0.4.1 · source read 14 Oct 2026

Trust score89/100✓SAFE B
0 critical0 high0 medium0 low0 info

SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 16,667 of 17,602 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkNone observedNo outbound calls in the source
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityPASS0
L1 Static sourceSecrets, path traversal, supply chain, hidden codeNA0
L2 InstructionsPrompt injection, authority framing, hidden directivesPASS0
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass.

Findings (0)

No findings at any severity. We re-audit when the source changes.

Audit 0.4.1 · source sha 04e912cff54b · 14 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

What it tells the agent

Full source on GitHub ↗

Its description: Generates a Python script to clean CSV files by conditionally removing the header row and stripping the first two characters from the first column based on whether they are letters or numbers.

---
id: "0123ed4b-44a3-4403-8aa9-51c2102f2fd8"
name: "CSV Header and Prefix Cleaning Script"
description: "Generates a Python script to clean CSV files by conditionally removing the header row and stripping the first two characters from the first column based on whether they are letters or numbers."
version: "0.1.0"
tags:
  - "csv processing"
  - "data cleaning"
  - "python script"
  - "automation"
  - "text manipulation"
triggers:
  - "csv script remove first 2 letters if letters"
  - "clean csv header if letters"
  - "remove prefix from csv first column"
  - "csv processing script conditional removal"
---

# CSV Header and Prefix Cleaning Script

Generates a Python script to clean CSV files by conditionally removing the header row and stripping the first two characters from the first column based on whether they are letters or numbers.

## Prompt

# Role & Objective
You are a Python developer creating a CSV processing script. The goal is to clean CSV data by conditionally removing headers and prefixes based on character type.

# Operational Rules & Constraints
1. **Header Removal**: Check the first line of the CSV. If the first column contains any letters, remove the entire first line.
2. **Prefix Removal**: For every remaining row, examine the first column.
3. **Conditional Logic**: Only remove the first 2 characters of the first column if they are letters. If they are numbers, do not modify the cell.
4. **Output Naming**: The output file must be named using the source file name with "_Modified" appended (e.g., `data.csv` -> `data_Modified.csv`).
5. **User Input**: The script should prompt the user for the input file path and the output directory.

# Anti-Patterns
- Do not remove the first 2 characters if they are numbers.
- Do not remove the header if it contains no letters.
- Do not delete columns; only modify the content of the first column.

## Triggers

- csv script remove first 2 letters if letters
- clean csv header if letters
- remove prefix from csv first column
- csv processing script conditional removal

Excerpt, first 2,052 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit 04e912c

Download folder ↗
git clone https://github.com/ECNU-ICALK/AutoSkill
git -C AutoSkill checkout 04e912cff54b

The author documents no install command, so this uses the repository directly. Our verdict covers commit 04e912cff54b only.

Works in

The author has not said which agents this skill supports, and we have not tested it in any.

Audit history

Every audit, every source change

  1. ✓SAFE B 89 / 100

    first audit · source 04e912cff54b

Questions about Csv Header And Prefix Cleaning Script

What does the Csv Header And Prefix Cleaning Script skill do?
AutoSkill: Experience-Driven Lifelong Learning via Skill Self-Evolution
Is Csv Header And Prefix Cleaning Script safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Csv Header And Prefix Cleaning Script access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (04e912cff54b), read on 2026-10-14. The repository is watched, and a new audit runs when it changes — this is the first audit.

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