friction-observe

Collect DX friction signals during agent tasks and open a pre-filled review page.

18|2|Updated May 14, 2026
One-click install
npx skills add https://github.com/daloyjs/daloy --skill friction-observe
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: friction-observe
Source: https://github.com/daloyjs/daloy/tree/main/website/.agents/skills/friction-observe
Command: npx skills add https://github.com/daloyjs/daloy --skill friction-observe

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Passive friction observation runs alongside any agent task, silently collecting DX friction during execution and, at task end, opening a pre-filled review page in the agent browser for a human to inspect and submit. It never sends data without human approval and is triggered automatically by the harness loading the skill (not invoked by name).

Core Features & Use Cases

  • Silent friction collection during task execution.
  • Opens a pre-filled review page at task end for human inspection and submission.
  • Triggered automatically by the harness; requires no manual invocation.
  • Respects privacy by never sending data without explicit human approval.

Quick Start

Enable friction-observe and run your agent task to collect friction data and open a pre-filled review page at the end.

Frequently Asked Questions about friction-observe

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

FAQPage Schema
How do I collect DX friction signals passively during an AI agent task?

Passive friction observation runs silently alongside an AI agent task to collect DX friction signals during execution. It opens a pre-filled review page at task end for a human to inspect and submit the collected data.

Does silent friction observation send data automatically without human approval?

Silent friction observation never sends data without explicit human approval. It uses a human-gated submission pathway where a pre-filled review page opens at task end, ensuring the user consents before any data is transmitted.

How do I enable automatic friction collection without interrupting my agent workflow?

Automatic friction collection is triggered by the harness loading the skill, requiring no manual invocation by name. Simply enable the skill and run your agent task to start collecting friction data without interrupting task flow.

When should I use deferred human review for DX friction observation?

Deferred human review for DX friction observation suits workflows where uninterrupted task flow is desired. It allows silent collection during execution and opens a pre-filled review page post-run for human inspection during a dedicated window.

What is the best way to observe developer friction without impacting agent task flow?

The best way to observe developer friction without impacting agent task flow is silent observation alongside agent tasks. It collects data passively during execution and defers human review to a post-run window via a pre-filled page.

Do I need to manually invoke friction-observe to start collecting DX friction signals?

You do not need to manually invoke the skill to start collecting DX friction signals. It is triggered automatically by the harness loading the skill, enabling silent observation without any explicit name invocation during your task.