An intelligent redaction and prompting tool that transforms sensitive tasks into privacy-first AI briefs by stripping credentials and PII while maintaining context.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install ai-task-privacy-brief
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install ai-task-privacy-brief using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is AI Task Privacy Brief?
The AI Task Privacy Brief is a specialized utility designed to bridge the gap between productivity and data security. It enables users to prepare tasks for AI processing by generating prompt-only briefs that minimize the disclosure of secrets, internal identifiers, and confidential third-party information. By utilizing this skill from the Openclaw Skills library, developers and professionals can leverage the power of LLMs without compromising their organization's security posture.
This skill focuses on transforming raw, potentially sensitive data into a structured format that includes safe prompts, placeholders, and tool-fit recommendations. It ensures that every interaction with an external AI tool or automation is preceded by a rigorous redaction process, keeping your sensitive project names and private keys safe from model training logs and third-party databases.
AI Task Privacy Brief Use Cases
- Preparing complex technical debugging tasks for external AI assistance without leaking session tokens or internal IP.
- Drafting marketing copy or business summaries using Openclaw Skills while keeping client names and specific financial figures confidential.
- Creating safe prompt templates for team-wide use in environments where data privacy compliance is mandatory.
- Redacting customer support logs before using an AI agent to categorize or analyze sentiment.
How AI Task Privacy Brief Works
- The skill identifies the core objective of the user's task and determines the minimum context required for an AI to be effective.
- It scans the source material for sensitive triggers such as API keys, PII, or government identifiers and marks them for immediate removal.
- Sensitive data is replaced with stable, logical placeholders like [CUSTOMER_SEGMENT] or [INTERNAL_TOOL] to maintain narrative flow.
- A structured AI Task Brief is generated, containing a ready-to-copy safe prompt and a detailed checklist of what was redacted.
- The skill provides specific tool-fit notes and verification steps to ensure the final AI output is vetted for accuracy and privacy before implementation.
AI Task Privacy Brief Setup
To integrate this skill into your workflow, ensure your environment is configured to call the AI Task Privacy Brief within your agent framework.
# Example command to register the privacy skill
openclaw install ai-task-privacy-brief
# Run the skill to process a sensitive input file
openclaw run ai-task-privacy-brief --input task_description.txt --output safe_brief.md
AI Task Privacy Brief Data Schema & Taxonomy
The skill organizes output into a standardized Markdown structure to ensure clarity and auditability:
| Section | Description |
|---|---|
| Goal | Defines the desired outcome and success criteria. |
| Safe Prompt | The copy-paste ready instruction for the AI tool using placeholders. |
| Redacted Data Checklist | A transparent list of all removed items (PII, secrets, etc.). |
| Tool-Fit Notes | Recommendations on whether to use local vs. enterprise AI models. |
| Verification Steps | Human-in-the-loop instructions for checking output quality. |
AI Task Privacy Brief Advanced Features
- Intelligent Placeholder Mapping: Replaces sensitive data with context-aware tags that maintain the logic of the prompt.
- Multi-Layer Redaction: Automatically triggers refusal if a user attempts to override safety protocols for high-risk data like government IDs.
- Compliance-Ready Output: Generates a verification checklist that aligns with standard data protection practices found in Openclaw Skills.
- Tool-Specific Guidance: Provides logic to determine if a task is too sensitive for public cloud AI and suggests local-first alternatives.
SKILL.md
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