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Presidio Pii Scrubber for sensitive info

该 Skill 在查询客户数据源前先检查本地 Presidio 容器健康状态,再用脚本把原始数据中的姓名、电话、邮箱、地址、银行卡号等 PII 替换为令牌,返回 JSON 供模型推理,交付前还原并删除映射文件;附带自定义识别器配置与失败关闭策略。

sebclawops
sebclawops
热度 51.93
最近更新 2026-05-11 17:28:41
分类:安全依赖:代码执行 / 读写文件 / 第三方 API应用场景:数据处理 / 自动化脚本 / 工作流 / API 集成

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add presidio-pii-skill
Metadata
name
presidio-pii
version
1.0.1
description
Local PII protection for OpenClaw agents. Scrubs customer data (names, phones, emails, addresses, credit cards, vessel names) before it reaches any AI model. Uses Microsoft Presidio running as local Docker containers. Supports reversible pseudonymization and fail-closed policy. Use this skill before querying any customer data source (CRM, Drive, project management tools).
homepage
https://github.com/sebclawops/presidio-pii
metadata
{"clawdbot":{"emoji":"","requires":{"bins":["curl","python3","docker"]},"files":["scripts/*","configs/*"]}}

Presidio PII Protection

You have the Presidio PII skill. Customer data MUST be scrubbed before it reaches any AI model.

When to Use

ALWAYS use this skill before processing data from:

  • CRM systems (HubSpot, Salesforce, etc.)
  • Cloud storage (Google Drive, Dropbox, etc.)
  • Project management tools (TintWiz, Asana, etc.)
  • Any source containing customer names, phones, emails, or addresses

DO NOT use for:

  • Internal company data (product types, SOP terms, project statuses)
  • General conversation with no customer data
  • System administration tasks

Fail-Closed Rule

If Presidio is down, DO NOT query customer data sources. Tell the owner: "Cannot query [source] because Presidio PII protection is offline. Customer data will not be sent unprotected."

How to Use

Step 1: Check Health

bash SKILL_DIR/scripts/presidio-health.sh

If unhealthy, STOP. Do not proceed with the data query.

Step 2: Scrub Data

After retrieving raw data from a source, pipe it through the scrubber:

echo "RAW DATA HERE" | python3 SKILL_DIR/scripts/presidio-scrub.py SESSION_ID

Use any unique session identifier (timestamp, request ID, etc).

The scrubber returns JSON:

{
  "text": "[PERSON_1] at [LOCATION_1], phone [PHONE_NUMBER_1]",
  "pii_found": 3,
  "entity_types": ["PERSON", "LOCATION", "PHONE_NUMBER"],
  "mapping_file": "/path/to/mapping.json",
  "session_id": "SESSION_ID"
}

Use the text field for all reasoning. The mapping file stays local.

Step 3: Reason with Clean Data

Process the anonymized text normally. Refer to customers as their tokens ([PERSON_1], [PERSON_2], etc). The model never sees real names.

Step 4: Restore Response

Before delivering the response to the user, de-anonymize:

echo "MODEL RESPONSE WITH TOKENS" | python3 SKILL_DIR/scripts/presidio-restore.py SESSION_ID

This swaps tokens back to real values and deletes the mapping file.

What Gets Scrubbed (Built-in)

  • Person names
  • Phone numbers (all formats)
  • Email addresses
  • Physical addresses
  • Credit card numbers (with Luhn validation)
  • US Social Security Numbers
  • Bank account / routing numbers
  • IP addresses
  • Dates of birth

What Passes Through (Safe)

  • Product names and specifications
  • Project statuses and type codes
  • Dollar amounts without customer context
  • Industry terminology and SOP references
  • Internal role names and office locations
  • Dates and timelines

Custom Recognizers

The configs/recognizers.json file contains example patterns you can customize for your business:

  • City/region names for boosted location detection
  • Industry-specific identifiers (vessel names, project IDs, etc.)
  • Custom entity patterns unique to your data

Edit configs/recognizers.json to add your own patterns. Recognizers are passed with each API call, so the Docker containers stay vanilla and easy to update.

Trust Statement

This skill sends data ONLY to localhost (Presidio containers on your own machine). No customer data is ever sent to any external service. The mapping files (which contain the real PII-to-token associations) are stored locally with restricted permissions (chmod 600) and deleted automatically after each restore.