fine-tuning skills

205 tagged fine-tuning, measured the same way as everything else here.

Browse within: LoRA 61language-model 40Protein 36metaclaw 36skill 36deep-learning 24claude-plugin 23computer-vision 23QLoRA 19ai-engineering 15curriculum 14databricks 14learning-resources 14machine-learning 14

Kiln-AI/Kiln

Skill Claude CodeCodex

Add new AI models to Kiln's mlmodellist.py and produce a Discord announcement. Use when the user wants to add, integrate, or register a new LLM model (e.g. Claude, GPT, DeepSeek, Gemini, Kimi, Qwen, Grok) into the Kiln model list, mentions adding a model to mlmodellist.py, asks to discover/find new models that are…

5.0k +2 today A 110 tokens

Kiln-AI/Kiln

Skill Claude CodeCodex

Check Kiln's model list for deprecated or sunset models across all providers. Use when the user wants to find deprecated models, check model availability, audit the model list for stale entries, or mentions model deprecation/sunset/end-of-life.

5.0k +2 today A 54 tokens

Kiln-AI/Kiln

Skill Claude CodeCodex

Run the Kiln pre-release smoke test suite plus the standard CI checks (checks.sh), diagnose every prerelease test that broke (and why), and write a clean readable report with recommended actions. Read-only — it never edits code. Use when the user wants to validate a release candidate, run prerelease tests, or asks for…

5.0k +2 today A 84 tokens

chat-1-message

04

smallcloudai/refact

Skill Claude CodeCodex

Use when a workflow consistently revolves around a single chat message or prompt response, especially for quick one-turn interactions, message formatting, or minimal-context chat handling.

3.5k 3mo ago A 0 tokens original BSD-3-Clause archived

aiming-lab/MetaClaw

Skill Claude CodeCodex

Use this skill before any data analysis, transformation, or modeling. Always inspect and validate the data before drawing conclusions or writing transformations.

3.5k +2 2mo ago A 30 tokens original MIT

aiming-lab/MetaClaw

Skill Claude CodeCodex

Use this skill when implementing any endpoint, form handler, CLI tool, or function that accepts external input. Validate and sanitize all untrusted data before processing — never assume input is safe.

3.5k +2 2mo ago A 44 tokens original MIT

aiming-lab/MetaClaw

Skill Claude CodeCodex

Use this skill when writing shell scripts, Python automation, or any unattended batch job. Ensure failures are detected, logged, and handled — never silently ignored.

3.5k +2 2mo ago A 40 tokens original MIT

nemotron-add-step

08

NVIDIA-NeMo/Nemotron

Skill Claude CodeCodex

Add a new step under src/nemotron/steps/ / / — manifest (step.toml), runner glue, configs, and per-step README.md. Use when extending the catalog so /nemotron-customize can route to it.

2.0k +13 today A 56 tokens original Apache-2.0

nemotron-nano3

09

NVIDIA-NeMo/Nemotron

Skill Claude CodeCodex

Reference desk for Nemotron 3 Nano / Llama-Nemotron Nano 3 — architecture, training data, recipes, evaluation, quantization, deployment. Use when the user asks facts about the model rather than building a pipeline.

2.0k +13 today A 53 tokens original Apache-2.0

NVIDIA-NeMo/Nemotron

Skill Claude CodeCodex

Use when planning, debugging, tuning, evaluating, exporting, or deploying public Nemotron embed/rerank retrieval recipes.

2.0k +13 today A 36 tokens original Apache-2.0

api-design-reviewer

11

oxbshw/LLM-Agents-Ecosystem-Handbook

Skill Claude CodeCodex

Use when reviewing a proposed REST or GraphQL API change before merge — checks contract clarity, backwards compatibility, errors, pagination, auth, and naming.

542 2mo ago A 35 tokens original MIT

repo-auditor

12

oxbshw/LLM-Agents-Ecosystem-Handbook

Skill Claude CodeCodex

Use before opening a PR to audit the changes for stale comments, unused imports, missing tests, and inconsistencies with neighboring code.

542 2mo ago A 31 tokens original MIT

agent-loop-safety

14

zorost/AI-Engineering-Lab

Skill Claude CodeCodex

Wrap an agent loop with step limits, cost caps, human approval gates, and a full trace. Use whenever building or reviewing any tool-calling agent before it touches real systems.

304 +71 15d ago A 41 tokens original MIT

agent-ops-handoff

15

zorost/AI-Engineering-Lab

Skill Claude CodeCodex

Move an agent from laptop demo to operated system, tracing, cost dashboard, scheduled runs, alerting, and rollback. Use when an agent is about to run unattended or serve real users.

304 +71 15d ago A 44 tokens original MIT

cloud-deploy-gate

16

zorost/AI-Engineering-Lab

Skill Claude CodeCodex

The pre-deployment gate for managed AI platforms (Azure AI Foundry, Google Vertex AI, AWS Bedrock), evals packed, budget set, guardrails on, owner named. Use before any cloud deployment.

304 +71 15d ago A 49 tokens original MIT

unsloth-buddy

17

TYH-labs/unsloth-buddy

Skill Claude CodeCodex

This skill should be used when users want to fine-tune language models or perform reinforcement learning (SFT, DPO, GRPO, ORPO, KTO, SimPO) using the highly optimized Unsloth library. Covers environment setup, LoRA patching, VRAM optimization, vision/multimodal fine-tuning, TTS, embedding training, and…

277 +1 2mo ago C 123 tokens original MIT

ncbi_clinvar

18

ai4protein/VenusFactory2

Skill Claude CodeCodex

Query NCBI ClinVar for variant clinical significance. Search by gene/condition/CLNSIG, interpret pathogenicity, use E-utilities or FTP; annotate VCFs. Use project tools in src.tools.database.ncbi.

248 1mo ago A 53 tokens

ncbi_gene

19

ai4protein/VenusFactory2

Skill Claude CodeCodex

Query NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations, phenotypes), batch lookups, for gene annotation and functional analysis.

248 1mo ago A 49 tokens

ai4protein/VenusFactory2

Skill Claude CodeCodex

Distills a completed user workflow or interaction into a reusable VenusFactory agent skill. Use when the user says "make this a skill", "create a skill from what we just did", "package this workflow" or similar. Adapts the workflow into the VenusFactory tools wiring + SKILL.md pattern. Do not use for creating skills…

248 1mo ago A 79 tokens

memory-estimation

21

Red-Hat-AI-Innovation-Team/training_hub

Skill Claude CodeCodex

Use when the user wants to estimate GPU memory (VRAM) requirements for a training configuration, check if a model will fit on their GPUs, or plan GPU allocation for training.

92 5d ago A 40 tokens original Apache-2.0

setup-guide

22

Red-Hat-AI-Innovation-Team/training_hub

Skill Claude CodeCodex

Use when the user wants to set up LLM training for the first time, or when traininghub is not yet installed/configured in the current environment.

92 5d ago A 35 tokens original Apache-2.0

training-hub-guide

23

Red-Hat-AI-Innovation-Team/training_hub

Skill Claude CodeCodex

Guides users through LLM post-training with Training Hub, including installation, algorithm selection (SFT, OSFT, LoRA), hyperparameter tuning, troubleshooting OOM errors, interpreting loss curves, and leveraging backend-specific features. Use when the user is working with traininghub, fine-tuning language models…

92 5d ago A 88 tokens original Apache-2.0

release-and-ci

24

eullm/eullm

Skill Claude CodeCodex

Release process, CI/CD workflow rules, sccache/S3 caching strategy, version numbering, and changelog conventions for eullm. Use when working on .github/workflows/.yml, cutting a release, tagging EuLLM-v, editing CHANGELOG.md, or debugging CI cache/build-time issues.

57 4d ago A 67 tokens AGPL-3.0