awesome-llmops
github.com/kennethanceyer/awesome-llmops ↗Awesome series for LLMOps
Use this list with your AI agent
Add the Context Awesome MCP server to Claude, Cursor, or any MCP client, then ask:
"Show me tools (github) resources from awesome-llmops"
Installation instructions →What's inside
Tools (GitHub)
- alpaca-lora
Instruct-tune LLaMA on consumer hardware.
- Auto-GPT
An experimental open-source attempt to make GPT-4 fully autonomous.
- bosquet
LLMOps for Large Language Model based applications.
- dalai
The cli tool to run LLaMA on the local machine.
- deeplake
Data Lake for Deep Learning. Build, manage, query, version, & visualize datasets.
- DeepSpeed
A deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
Optimization
- Blog: A Gentle Introduction to 8-bit Matrix Multiplication for transformers at scale using Hugging Face Transformers, Accelerate and bitsandbytes
- Blog: Fine-tuning 20B LLMs with RLHF on a 24GB consumer GPU
- Blog: Handling big models for inference
- Blog: How To Fine-Tune the Alpaca Model For Any Language | ChatGPT Alternative
ChatGPT Alternative
- Gist: Script to decompose/recompose LLAMA LLM models with different number of shards
- Paper: LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale
Prompt Engineering
- Blog: Exploring Prompt Injection Attacks
- Blog: Prompt Leaking
- Learn Prompting
The tutorial website for the prompt engineering
- Paper: Prefix-Tuning: Optimizing Continuous Prompts for Generation
- PromptBase
Marketplace of the prompt engineering
- PromptHero
The website for prompt engineering
RLHF
- evals
A curated list of reinforcement learning with human feedback resources.
- PaLM-rlhf-pytorch
Implementation of RLHF (Reinforcement Learning with Human Feedback) on top of the PaLM architecture.
- trlx
A repo for distributed training of language models with Reinforcement Learning via Human Feedback. (RLHF)
Awesome
Tools (Other)
- LangSmith
A monitoring and debugging platform by the LangChain team that provides systematic performance tracking, error analysis, and logging for LLM-based applications.
- OpenLLM (by BentoML)
A deployment tool from BentoML that simplifies serving various large language models in production environments.
- PaLM2 API
An API service that makes PaLM2, Large Language Models (LLMs), available to Google Cloud Vertex AI.
- Perspective API
A tool that can help mitigate toxicity and ensure healthy dialogue online.
- PromptLayer
A tool for tracking and analyzing prompt engineering experiments, helping optimize prompt performance and outcomes.
Showing a sample of 51 resources. View the full list on GitHub →