managed-model-endpoints SKILL.md skillA
managed-model-endpoints from yichen-zju/claude-for-research is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add yichen-zju/claude-for-research/managed-model-endpoints@git:20261014.9f2a5e0Pins git:20261014.9f2a5e0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- yichen-zju/claude-for-research
- Path
claude/skills/managed-model-endpoints/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261014.9f2a5e0, committed Oct 14, 2026
- Size
- 1,018 bytes
- Repository stars
- 10
- License
- none declared
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# 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.
Read the whole file at its exact version.
How to install
mdr add yichen-zju/claude-for-research/managed-model-endpoints@sha256:014e868a6c394c8fThe line at the top of this page pins the label git:20261014.9f2a5e0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_6lhe4kydutx6gzb2)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 14, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (1018 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
yichen-zju/claude-for-research · 10 stars · license none declared · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_6lhe4kydutx6gzb2 GET https://markdownregistry.com/api/v1/resolve?ref=yichen-zju/claude-for-research/managed-model-endpoints GET https://markdownregistry.com/api/v1/blob/014e868a6c394c8f2aff6c551885d681ac352655310a399e329fc07ae292ccda
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from yichen-zju/claude-for-research
Every file in yichen-zju/claude-for-research