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Read Only Instruments

Category: General  ·  Sub-category: ai-tooling  ·  Last updated:
ai:rag
Design know-how for read-only instruments (計器) — aggregate readings over stored state (distributions, compositions, cluster structure) that inform the operator before an intervention, in the style of ADR-0071's pattern-composition instruments. Use when quantifying an open observation before intervening (instrument-first sequencing), when a design floor/threshold would otherwise be guessed, when calibrating an embedding-based reading (three-point scale), or when deciding whether to build OR remove an instrument (signal-first both ways). NOT for per-event audit logs that replay a decision offline (that is replayable-audit-logs / ADR-0075) and NOT for metrics that feed gates, ranking, or retrieval — instruments are observability, never intervention.
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From the source SKILL.md

An instrument is a read-only aggregate reading over stored state — a distribution, composition tally, or cluster structure — built so the operator can choose interventions from data instead of intuition. Canonical example: core/view_metrics.py (ADR-0071) — consumed-view supply and pairwise-cosine diversity (the echo-chamber detector).

What this skill does

Read Only Instruments is a community-contributed Claude Code skill in the ai-tooling sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/read-only-instruments/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when quantifying an open observation before intervening (instrument-first sequencing), when a design floor/threshold would otherwise be guessed, when calibrating an embedding-based reading (three-point scale), or when deciding whether to build OR remove an instrument (signal-first both ways). NOT for per-event audit logs that replay a decision offline (that is replayable-audit-logs / ADR-0075) and NOT for metrics that feed gates, ranking, or retrieval — instruments are observability, never intervention.

Who uses this skill

The Read Only Instruments Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 154,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/read-only-instruments
curl -L https://claudskills.com/skills/read-only-instruments/SKILL.md \
  -o ~/.claude/skills/read-only-instruments/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/read-only-instruments/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/read-only-instruments/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\read-only-instruments\SKILL.md on Windows. See the full install guide for step-by-step instructions.

Telegram

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.

Frequently asked questions

How do I install the Read Only Instruments Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/read-only-instruments/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Read Only Instruments skill do?
Design know-how for read-only instruments (計器) — aggregate readings over stored state (distributions, compositions, cluster structure) that inform the operator before an intervention, in the style of ADR-0071's pattern-composition instruments. Use when quantifying an open observation before intervening (instrument-first sequencing), when a design floor/threshold would otherwise be guessed, when calibrating an embedding-based reading (three-point scale), or when deciding whether to build OR remove an instrument (signal-first both ways). NOT for per-event audit logs that replay a decision offline (that is replayable-audit-logs / ADR-0075) and NOT for metrics that feed gates, ranking, or retrieval — instruments are observability, never intervention.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Read Only Instruments skill?
Use Read Only Instruments when your Claude Code task falls under the General category — specifically in the ai tooling area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Read Only Instruments" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Read Only Instruments skill fit in?
A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Read Only Instruments is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA
shimo4228. (2026). Read Only Instruments [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/read-only-instruments/
BibTeX
@misc{read-only-instruments-2026,
  author    = {shimo4228},
  title     = {Read Only Instruments [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/read-only-instruments/}
}

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Grade A · scanned 2026-07-20 — free static scan against the OWASP Agentic Skills Top 10.

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