serving-pd-deploy-subagent

serving-pd-deploy-subagent is an agent for Claude Code from little-planet/ascend-tune-lab. It costs 51 tokens per session (884 once invoked), scanned A, original, no licence file.

A deployment subagent for a specific phase of a serving system setup. It deploys mooncakemaster, Prefill, Decode, and Proxy after AISBench is ready.

In plain words
What is it for?
Use it during Path C Phase 3 to deploy the named serving components from rendered scripts after AISBench has been prepared.
Why use it?
It handles this deployment phase and can diagnose failures or signal that an earlier phase should be rolled back.

Agent for Claude Code

Written for Claude Code: a Claude Code subagent (agents/*.md).

Good fit Use it during Path C Phase 3 to deploy the named serving components from rendered scripts after AISBench has been prepared.

Compare 6 agents from other repositories ↓
Install with agentmods
npx agentmods add agents/little-planet/ascend-tune-lab/serving-pd-deploy-subagent
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.

Clone the repo
git clone --depth 1 https://github.com/little-planet/ascend-tune-lab

Made for: Claude Code.

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 serving-pd-deploy-subagent

README.md
[![agentmods](https://agentmods.dev/badge/agents/little-planet/ascend-tune-lab/serving-pd-deploy-subagent/github.svg)](https://agentmods.dev/agents/little-planet/ascend-tune-lab/serving-pd-deploy-subagent)
Your own site
<a href="https://agentmods.dev/agents/little-planet/ascend-tune-lab/serving-pd-deploy-subagent"><img src="https://agentmods.dev/badge/agents/little-planet/ascend-tune-lab/serving-pd-deploy-subagent/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 serving-pd-deploy-subagent

Your own site · 80×15
<a href="https://agentmods.dev/agents/little-planet/ascend-tune-lab/serving-pd-deploy-subagent"><img src="https://agentmods.dev/badge/agents/little-planet/ascend-tune-lab/serving-pd-deploy-subagent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 51 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 884 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 $0.00051 $0.00884
Opus 5.5 $0.00020 $0.00354
Sonnet 5.5 $0.00010 $0.00177
Haiku 4.5 $0.00005 $0.00088

Measured 2mo ago against content hash 319d05ae80b1, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

serving-pd-deploy-subagent 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 2mo 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.

configuration-tuning-agents/agents/serving-pd-deploy-subagent.md · 70 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. 2mo ago First seen · 70 lines · 51 tokens per session scan A 319d05ae80b1

Subscribe to this mod's changes

serving-pd-deploy-subagent is an agent published in the GitHub repository little-planet/ascend-tune-lab (2 stars, last pushed 2mo ago), with no licence file. It adds 51 tokens to every session and 884 once invoked, about $0.0002 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 2026-08-31.

Related

serving-pd-deploy-subagent compared with agents from other repositories

serving-pd-deploy-subagent next to 6 agents from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
serving-pd-deploy-subagentlittle-planet/ascend-tune-labAgent22mo agononeA51Claude Code
it-engineerserejaris/personal-corp-osAgent2434d agoMITA66Claude Code
cloud-agentTyrusRC/praetorAgent82d agoApache-2.0A53Claude Code
database-migrationivegamsft/basecoatAgent48d agoMITA37Claude Code
azure-architectarmanzeroeight/fastagent-pluginsAgent293mo agoMITA35Claude Code
deployment-verifierasysta-act/agent-flowAgent124mo agoMITA24Claude Code
aws-principal-architectjiamaozheng/awesome-claude-codeAgent1todaynoneA25Claude Code