ray-skill

A debugging skill that connects an AI coding agent to Spatie Ray, a desktop tool for viewing application logs and debug data, through curl and the Ray MCP.

In plain words
What is it for?
It helps investigate application errors and follow a fast loop of sending or viewing debug data in Ray.
Why use it?
It gives the agent a quick way to inspect debugging information while working, without depending on one particular coding tool.

Skill for Claude CodeCodex

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add skills/grimlink/dotfiles/ray-skill
Any agent
npx skills add GrimLink/dotfiles --skill ray-skill
Clone the repo
git clone --depth 1 https://github.com/GrimLink/dotfiles

Made for: Claude Code, Codex.

Per session 0 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 570 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 1 finding. Scan, not verified.
Origin unknown No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5 $0.00000 $0.00570
Opus 5 $0.00000 $0.00285
Sonnet 5 $0.00000 $0.00114
Haiku 4.5 $0.00000 $0.00057

Measured 2d ago against content hash e837aac4d6a6, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

ray-skill scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Makes network callslowCapability

Not a fault in itself. Listed so you know the mod talks to something, and to what.

This skill integrates Spatie's Ray with the AI agent using `curl` to interact with the Ray MCP. It prioritizes a fast, tool-independent debugging loop.
agents/skills/ray-skill/SKILL.md · 53 lines

The source is not reproduced here

No licence file

A repository with no LICENSE is all rights reserved by default, so the body is not copied here. The metadata, the measurements and the link are.

Read it on GitHub

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2d ago First seen · 53 lines · 0 tokens per session scan A e837aac4d6a6

Subscribe to this mod's changes

ray-skill is a skill published in the GitHub repository GrimLink/dotfiles (9 stars, last pushed 2d ago), with no licence file. It costs nothing until one of its globs matches a file; then it loads 570 tokens. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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