labeling-standards

Enforce standardized evidence documentation for Ozone moderation label actions.

6|Updated Feb 21, 2026

Search Tags:#compliance #moderation #evidence #labeling #at-protocol #ozone

Ready to run

npx skills add https://github.com/skywatch-bsky/skywatch-agent-skills --skill labeling-standards

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: labeling-standards
Source: https://github.com/skywatch-bsky/skywatch-agent-skills/tree/main/claude-skills/plugins/skywatch-investigations/skills/labeling-standards
Command: npx skills add https://github.com/skywatch-bsky/skywatch-agent-skills --skill labeling-standards

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill solves the issue of inconsistent or insufficient moderation records by enforcing a strict, verifiable format for all Ozone label actions.

Core Features & Use Cases

Standardized Commenting: Enforces a mandatory summary line and evidence block structure for every label action.
Evidence Validation: Ensures all labels are backed by verifiable AT-URI citations and editorial notes.
Data Sourcing Cascade: Provides a prioritized workflow for retrieving post content via ClickHouse, Slingshot, or PDS direct to ensure evidence is always accurate.

Quick Start

Apply the labeling standards to your current moderation task by ensuring your comment includes the required summary line and at least one evidence citation link.

Frequently Asked Questions about labeling-standards

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I standardize Ozone moderation labels with verifiable evidence?▼

To standardize Ozone moderation labels, enforce a mandatory summary line and evidence block structure for every action, backed by verifiable AT-URI citations and editorial notes to ensure consistent policy reporting.

What is the data sourcing cascade for retrieving AT Protocol post evidence?▼

The data sourcing cascade retrieves AT Protocol post evidence by prioritizing ClickHouse, then Slingshot, and finally PDS direct API access, ensuring accurate content validation before label application.

How do I add required evidence citations to Ozone label actions?▼

To add evidence citations to Ozone label actions, include a mandatory summary line and at least one verifiable AT-URI citation link in your comment block to document the policy basis.

Do I need ClickHouse and Slingshot integrations to validate moderation evidence?▼

ClickHouse and Slingshot integrations are required alongside PDS APIs to validate moderation evidence accurately, providing a prioritized workflow for retrieving post content before applying labels.

Why does my Ozone moderation workflow lack consistent policy basis reporting?▼

Ozone moderation workflows lack consistent policy basis reporting when label actions omit standardized evidence documentation, requiring strict formats with verifiable citations and mandatory summary lines to resolve.

What are the limitations of applying moderation labels without verifiable AT-URI citations?▼

Applying moderation labels without verifiable AT-URI citations results in inconsistent or insufficient moderation records, preventing strict validation of evidence and undermining standardized policy basis reporting.