agentic-runtime-debug-loop

agentic-runtime-debug-loop is a skill for Claude Code from DolphinAI2026/dolphin-code. It costs 32 tokens per session (1,259 once invoked), scanned A, original, GPL-3.0.

A runtime debugging tool for deployed services, CI, Kubernetes, and deployment differences.

In plain words
What is it for?
Use it to debug deployed services, failed continuous-integration jobs, Kubernetes problems, or deployment drift.
Why use it?
It helps investigate failures and explain why a running environment differs from what was expected.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the agentic-memory plugin — 43 skills, 48 agents shipped together

Good fit Use it to debug deployed services, failed continuous-integration jobs, Kubernetes problems, or deployment drift.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/dolphinai2026/dolphin-code/agentic-runtime-debug-loop
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.

Any agent
npx skills add DolphinAI2026/dolphin-code --skill agentic-runtime-debug-loop
Clone the repo
git clone --depth 1 https://github.com/DolphinAI2026/dolphin-code

Made for: Claude Code.

Or install agentic-memory, the plugin that ships this one along with the rest of its 43 skills, 48 agents.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for agentic-runtime-debug-loop

README.md
[![agentmods](https://agentmods.dev/badge/skills/dolphinai2026/dolphin-code/agentic-runtime-debug-loop/github.svg)](https://agentmods.dev/skills/dolphinai2026/dolphin-code/agentic-runtime-debug-loop)
Your own site
<a href="https://agentmods.dev/skills/dolphinai2026/dolphin-code/agentic-runtime-debug-loop"><img src="https://agentmods.dev/badge/skills/dolphinai2026/dolphin-code/agentic-runtime-debug-loop/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for agentic-runtime-debug-loop

Your own site · 80×15
<a href="https://agentmods.dev/skills/dolphinai2026/dolphin-code/agentic-runtime-debug-loop"><img src="https://agentmods.dev/badge/skills/dolphinai2026/dolphin-code/agentic-runtime-debug-loop.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 32 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,259 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
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 5.1 $0.00032 $0.01259
Opus 5.5 $0.00013 $0.00504
Sonnet 5.5 $0.00006 $0.00252
Haiku 4.5 $0.00003 $0.00126

Measured 1mo ago against content hash 05fead9d621b, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

agentic-runtime-debug-loop scanned grade A with 0 findings 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 1mo 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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

agentic-coding/skills/agentic-runtime-debug-loop/SKILL.md · 127 lines

The source is not reproduced here

Licensed GPL-3.0

The repository is licensed GPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

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. 1mo ago First seen · 127 lines · 32 tokens per session scan A 05fead9d621b

Subscribe to this mod's changes

agentic-runtime-debug-loop is a skill published in the GitHub repository DolphinAI2026/dolphin-code (979 stars, last pushed 2mo ago), licensed GPL-3.0. It adds 32 tokens to every session and 1,259 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.

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