ai-mlops SKILL.md skillA
ai-mlops from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/ai-mlops@v1.2Pins v1.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/ai-mlops/SKILL.md- Versions recorded
- 1
- Latest version
- v1.2, committed Oct 5, 2026
- Size
- 21,378 bytes
- Repository stars
- 101
- License
- MIT
Runs production ML and LLM systems. Use when deploying, canarying, rolling back, monitoring drift or feature skew, promoting champions, migrating providers, or handling incidents.
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
# MLOps & LLMOps - Production Operations Hub **Operating posture:** version every changeable artifact, gate every release with a regression-eval suite in CI, instrument the whole path with OpenTelemetry (pin the GenAI semantic-convention schema version you emit), treat tool/RAG context as untrusted input, and ship rollback plus incident playbooks before launch. ## When To Use This Skill Activate this skill when the user asks for: - Deploying an ML, LLM, RAG, or agent-backed system to production - Designing serving, batch, hybrid, or multi-region runtime architecture - Adding observability, drift detection, alerting, retraining, or release gates - Writing incident runbooks, rollback plans, or go/no-go checklists - Migrating an LLM system to a new model, model version, provider, or API surface - Hardening an AI system against prompt injection, RAG poisoning, tool abuse, or data leakage - Building governance artifacts for privacy, auditability, or regulated rollout - Choosing how to operate prompts, model artifacts, feature definitions, or agent graphs safely …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/ai-mlops@sha256:426249ffd2166e95The line at the top of this page pins the label v1.2, 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_evr27p6e5bgnfrsv)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 5, 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 (21378 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
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_evr27p6e5bgnfrsv GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/ai-mlops GET https://markdownregistry.com/api/v1/blob/426249ffd2166e959721c214164d0d6460c517f805b4f39eff629a2c8535835b
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.