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Managed Model Endpoints

ASecurity

Register or audit managed model endpoints. Use when a research workflow needs a local or remote model service, endpoint health checks, credential refs, startup scripts, or inference routing.

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  • Added October 7, 2026
ai-agents

Security analysis

A100/100

Scanned October 7, 2026

npx -y skills add Yichen-ZJU/claude-for-research --skill managed-model-endpoints --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: managed-model-endpoints
description: Register or audit managed model endpoints. Use when a research workflow needs a local or remote model service, endpoint health checks, credential refs, startup scripts, or inference routing.
---

# Managed Model Endpoints

Use this skill to make a model endpoint usable from the research environment.

Workflow:

1. Define the endpoint purpose, model family, input/output schema, auth method, hardware need, and expected latency.
2. Record whether the endpoint is local, remote HTTP, Modal-backed, SSH-backed, or a custom connector.
3. Add only non-secret endpoint metadata to settings. Store secret references as environment variable names or credential refs.
4. Implement start/stop/health/inference checks when this environment owns the endpoint lifecycle.
5. Run a tiny inference smoke and save request/response shape without leaking secrets.

Expose endpoints as research infrastructure, not as permanent claims that a model is installed when health has not passed.

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