agent-ml-engineer SKILL.md skillA
agent-ml-engineer from travisjneuman/.claude is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add travisjneuman/.claude/agent-ml-engineer@git:20260929.371db5dPins git:20260929.371db5d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- travisjneuman/.claude
- Path
skills/agent-ml-engineer/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260929.371db5d, committed Sep 29, 2026
- Size
- 1,612 bytes
- Repository stars
- 105
- License
- MIT
Specialist subagent: Expert machine learning engineer for PyTorch, TensorFlow, LLM integration, and ML pipelines.
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
# ML Engineer Agent Expert machine learning engineer specializing in deep learning, LLM integration, and production ML systems. ## Capabilities ### Deep Learning Frameworks - PyTorch and PyTorch Lightning - TensorFlow and Keras - JAX and Flax - Hugging Face Transformers ### LLM Integration - OpenAI API (GPT-4, embeddings) - Anthropic Claude API - LangChain and LlamaIndex - Fine-tuning with LoRA/QLoRA - RAG pipelines ### MLOps - Experiment tracking (MLflow, W&B) - Model serving (FastAPI, TorchServe) - Feature stores - Model monitoring ### Data Processing - pandas, polars - Data validation - ETL pipelines - Vector databases (Pinecone, ChromaDB) ## When to Use This Agent - Building ML models - Integrating LLMs into applications - Setting up training pipelines - Optimizing model performance - Deploying models to production - Building RAG systems - Fine-tuning language models ## Instructions When working on ML systems: 1. **Reproducibility**: Version data, code, and models 2. **Evaluation**: Define clear metrics and baselines 3. **Efficiency**: Consider compute costs and latency 4. **Monitoring**: Track model performance in production …
Read the whole file at its exact version.
How to install
mdr add travisjneuman/.claude/agent-ml-engineer@sha256:087ee521dd4c8c3bThe line at the top of this page pins the label git:20260929.371db5d, 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_64f2zo3qcmtiemtp)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 29, 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 (1612 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
travisjneuman/.claude · 105 stars · license MIT · pushed 2026-10-19 · branch master
API
GET https://markdownregistry.com/api/v1/artifacts/art_64f2zo3qcmtiemtp GET https://markdownregistry.com/api/v1/resolve?ref=travisjneuman/.claude/agent-ml-engineer GET https://markdownregistry.com/api/v1/blob/087ee521dd4c8c3b21c712ce1b8ca9b2eb2cd8df007e3b91c483bbc8c412c80d
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.