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managed-model-endpoints

managed-model-endpoints is a skill for Claude Code, Codex from JimLiu/science-skills. It costs 83 tokens per session (2,675 once invoked), scanned B, original, no licence file.

A runbook for registering model services, either as local servers that start on demand or as remote web-based model APIs.

In plain words
What is it for?
Use it when adding a local or remote model service to a managed system.
Why use it?
It removes the repeated setup work involved in assigning ports, creating start and stop scripts, and registering a service correctly.

Skill for Claude CodeCodex

Which agent this was written for is unclear — body not stored (licence); the path alone says nothing.

not rated 229repo +1 changed 8d ago B scan 83 tokens no licence

Good fit Use it when adding a local or remote model service to a managed system.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/jimliu/science-skills/managed-model-endpoints
View source ↗ JimLiu/science-skills
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 JimLiu/science-skills --skill managed-model-endpoints
Clone the repo
git clone --depth 1 https://github.com/JimLiu/science-skills

Made for: Claude Code, Codex.

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 managed-model-endpoints

README.md
[![agentmods](https://agentmods.dev/badge/skills/jimliu/science-skills/managed-model-endpoints/github.svg)](https://agentmods.dev/skills/jimliu/science-skills/managed-model-endpoints)
Your own site
<a href="https://agentmods.dev/skills/jimliu/science-skills/managed-model-endpoints"><img src="https://agentmods.dev/badge/skills/jimliu/science-skills/managed-model-endpoints/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 managed-model-endpoints

Your own site · 80×15
<a href="https://agentmods.dev/skills/jimliu/science-skills/managed-model-endpoints"><img src="https://agentmods.dev/badge/skills/jimliu/science-skills/managed-model-endpoints.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 83 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,675 The whole file, excluding the scripts and references it only reads on demand.
Security scan B 2 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 $0.00083 $0.02675
Opus 5.5 $0.00033 $0.01070
Sonnet 5.5 $0.00017 $0.00535
Haiku 4.5 $0.00008 $0.00267

Measured 8d ago against content hash 9c50f9505586, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade B, and why

managed-model-endpoints scanned grade B with 2 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 8d 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.

Asks for rootmediumPrivilege escalation

A mod that escalates privileges can change anything on the machine, not only the project.

docker run --rm -v "$SERVICE_DIR/cache:/c" alpine sh -c "chown -R $CUID:$CUID /c && chmod 700 /c"

Makes network callslowCapability

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

r = requests.post(BASE_URL + "/v1/infer", json=payload)
skills/managed-model-endpoints/SKILL.md · 213 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. 8d ago Changed · +3 lines 9c50f9505586
  2. 2mo ago First seen · 210 lines · 83 tokens per session scan B 48cb2bf810b3

Subscribe to this mod's changes

managed-model-endpoints is a skill published in the GitHub repository JimLiu/science-skills (229 stars, last pushed 8d ago), with no licence file. It adds 83 tokens to every session and 2,675 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it B with 2 findings (asks for root, makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

CloudData and AIDevOps and cloud
Related

managed-model-endpoints compared with skills from other repositories

managed-model-endpoints next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
managed-model-endpointsJimLiu/science-skillsSkill2298d agononeB83Claude Code, Codex
tensorrt-llmNousResearch/hermes-agentSkill261kyesterdayMITA18Claude Code, Codex
agent-platform-tuninggoogle/skillsSkill22kyesterdayApache-2.0A64Claude Code, Codex
google-cloud-solution-guided-gke-ai-migrationgoogle/skillsSkill22kyesterdayApache-2.0A157Claude Code, Codex
apigee-agent-gateway-governancegoogle/skillsSkill22kyesterdayApache-2.0A222Claude Code, Codex
modalK-Dense-AI/scientific-agent-skillsSkill56k4d agoMITA65Claude Code, Codex
gke-inferencegoogle/skillsSkill22kyesterdayApache-2.0A119Claude Code, Codex