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eval-observation-writing

Write CodeFlowMu EVAL observations with evidence, impact, confidence, and follow-up.

Skill by joinwell52-AI

IndexedMIT★ 2
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/joinwell52-ai-eval-observation-writing

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Write CodeFlowMu EVAL observations with evidence, impact, confidence, and follow-up. Use when EVAL notices behavior, UX, governance, implementation, or documentation gaps without turning them into REPORTs.

Use cases: design, writing

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
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Install scripts
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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/eval-observation-writing

What's inside

Skill name
eval-observation-writing
Description
Write CodeFlowMu EVAL observations with evidence, impact, confidence, and follow-up. Use when EVAL notices behavior, UX, governance, implementation, or documentation gaps without turning them into REPORTs.
License
MIT
Instructions
32 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# EVAL Observation Writing

## When to use

Use when recording observed behavior or gaps.

## Rules

- State what was seen.
- Attach evidence.
- Describe impact and confidence.
- Suggest follow-up without changing lifecycle.

## Required output

Use `docs/skills/eval-playbook/observation-writing.md`.

## Forbidden actions

- Do not treat observation as REPORT.
- Do not change lifecycle.
- Do not overclaim without evidence.

## Minimal example

```text
Observation: README lacks Chinese version
Impact: ADMIN discovery friction
Follow-up: local DEV task
```

From joinwell52-AI/CodeFlowMu-open, MIT.

More from joinwell52-AI/CodeFlowMu-open

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Last commit (this folder)
Jul 30, 2026 (3 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from joinwell52-AI

Cite this page

eval-observation-writing skill. Agent Mart. https://agentmart.dev/skills/joinwell52-ai-eval-observation-writing (last updated 2026-10-24)