#Llmops
Showing 60 of 199 repositories tagged #llmops, ranked by stars
Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. ๐ณDocker-friendly.โกAlways in sync with Sharepoint, Google Drive, S3, Kafka, PostgreSQL, real-time data APIs, and more.
Python SDK, Proxy Server (AI Gateway) to call 100+ LLM APIs in OpenAI (or native) format, with cost tracking, guardrails, loadbalancing and logging. [Bedrock, Azure, OpenAI, VertexAI, Cohere, Anthropic, Sagemaker, HuggingFace, VLLM, NVIDIA NIM]
๐ชข Open source AI engineering platform: LLM evals, observability, metrics, prompt management, playground, datasets. Integrates with OpenTelemetry, LangChain, OpenAI SDK, LiteLLM, and more. ๐YC W23
Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.
The open source AI engineering platform for agents, LLMs, and ML models. MLflow enables teams of all sizes to debug, evaluate, monitor, and optimize production-quality AI applications while controlling costs and managing access to models and data.
ๆฌ้กน็ฎๆจๅจๅไบซๅคงๆจกๅ็ธๅ ณๆๆฏๅ็ไปฅๅๅฎๆ็ป้ช๏ผๅคงๆจกๅๅทฅ็จๅใๅคงๆจกๅๅบ็จ่ฝๅฐ๏ผ
Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line and CI/CD integration. Used by OpenAI and Anthropic.
โ๏ธ Build multimodal AI applications with cloud-native stack
Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.
<โก๏ธ> SuperAGI - A dev-first open source autonomous AI agent framework. Enabling developers to build, manage & run useful autonomous agents quickly and reliably.
Python SDK for Agent AI Observability, Monitoring and Evaluation Framework. Includes features like agent, llm and tools tracing, debugging multi-agentic system, self-hosted dashboard and advanced analytics with timeline and execution graph view
Supercharge Your LLM Application Evaluations ๐
Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.
A blazing fast AI Gateway with integrated guardrails. Route to 1,600+ LLMs, 50+ AI Guardrails with 1 fast & friendly API.
TensorZero is an open-source LLMOps platform that unifies an LLM gateway, observability, evaluation, optimization, and experimentation.
BISHENG is an open LLM devops platform for next generation Enterprise AI applications. Powerful and comprehensive features include: GenAI workflow, RAG, Agent, Unified model management, Evaluation, SFT, Dataset Management, Enterprise-level System Management, Observability and more.
AI Observability & Evaluation
Build, Manage and Deploy AI/ML Systems
The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!
โ๏ธ๐ฆ Build modular and scalable LLM Applications in Rust
Evidently is โโan open-source ML and LLM observability framework. Evaluate, test, and monitor any AI-powered system or data pipeline. From tabular data to Gen AI. 100+ metrics.
Open-source observability for your GenAI or LLM application, based on OpenTelemetry
ClearML - Auto-Magical CI/CD to streamline your AI workload. Experiment Management, Data Management, Pipeline, Orchestration, Scheduling & Serving in one MLOps/LLMOps solution
Plano is an AI-native proxy and data plane for agentic apps โ with built-in orchestration, safety, observability, and smart LLM routing so you stay focused on your agents core logic.
Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and observability.
Fastest enterprise AI gateway (50x faster than LiteLLM) with adaptive load balancer, cluster mode, guardrails, 1000+ models support & <100 ยตs overhead at 5k RPS.
๐ง Open source LLM observability platform. One line of code to monitor, evaluate, and experiment. YC W23 ๐
Next-generation AI Agent Optimization Platform: Cozeloop addresses challenges in AI agent development by providing full-lifecycle management capabilities from development, debugging, and evaluation to monitoring.
๐ข Open-Source Evaluation & Testing library for LLM Agents
ZenML ๐: One AI Platform from Pipelines to Agents. https://zenml.io.
Superduper: End-to-end framework for building custom AI applications and agents.
The LLM's practical guide: From the fundamentals to deploying advanced LLM and RAG apps to AWS using LLMOps best practices
cube studioๅผๆบไบๅ็ไธ็ซๅผๆบๅจๅญฆไน /ๆทฑๅบฆๅญฆไน /ๅคงๆจกๅAIๅนณๅฐ๏ผmlops็ฎๆณ้พ่ทฏๅ จๆต็จ๏ผ็ฎๅ็ง่ตๅนณๅฐ๏ผnotebookๅจ็บฟๅผๅ๏ผๆๆๆฝไปปๅกๆตpipeline็ผๆ๏ผๅคๆบๅคๅกๅๅธๅผ่ฎญ็ป๏ผ่ถ ๅๆ็ดข๏ผๆจ็ๆๅกVGPU่ๆๅ๏ผ่พน็ผ่ฎก็ฎ๏ผๆ ๆณจๅนณๅฐ่ชๅจๅๆ ๆณจ๏ผdeepseek็ญๅคงๆจกๅsftๅพฎ่ฐ/ๅฅๅฑๆจกๅ/ๅผบๅๅญฆไน ่ฎญ็ป๏ผvllm/ollama/mindieๅคงๆจกๅๅคๆบๆจ็๏ผ็งๆ็ฅ่ฏๅบ๏ผAIๆจกๅๅธๅบ๏ผๆฏๆๅฝไบงcpu/gpu/npu ๆ่ พ็ๆ๏ผๆฏๆRDMA๏ผๆฏๆpytorch/tf/mxnet/deepspeed/paddle/colossalai/horovod/ray/volcano็ญๅๅธๅผ
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
๐ค ๐๐ฒ๐ฎ๐ฟ๐ป for ๐ณ๐ฟ๐ฒ๐ฒ how to ๐ฏ๐๐ถ๐น๐ฑ an end-to-end ๐ฝ๐ฟ๐ผ๐ฑ๐๐ฐ๐๐ถ๐ผ๐ป-๐ฟ๐ฒ๐ฎ๐ฑ๐ ๐๐๐ & ๐ฅ๐๐ ๐๐๐๐๐ฒ๐บ using ๐๐๐ ๐ข๐ฝ๐ best practices: ~ ๐ด๐ฐ๐ถ๐ณ๐ค๐ฆ ๐ค๐ฐ๐ฅ๐ฆ + 12 ๐ฉ๐ข๐ฏ๐ฅ๐ด-๐ฐ๐ฏ ๐ญ๐ฆ๐ด๐ด๐ฐ๐ฏ๐ด
The open-source LLMOps platform: prompt playground, prompt management, LLM evaluation, and LLM observability all in one place.
Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
Agent Skills as a Memory Layer
Evaluation and Tracking for LLM Experiments and AI Agents
๐ฆ ๐๐ฒ๐ฎ๐ฟ๐ป about ๐๐๐ ๐, ๐๐๐ ๐ข๐ฝ๐, and ๐๐ฒ๐ฐ๐๐ผ๐ฟ ๐๐๐ for free by designing, training, and deploying a real-time financial advisor LLM system ~ ๐ด๐ฐ๐ถ๐ณ๐ค๐ฆ ๐ค๐ฐ๐ฅ๐ฆ + ๐ท๐ช๐ฅ๐ฆ๐ฐ & ๐ณ๐ฆ๐ข๐ฅ๐ช๐ฏ๐จ ๐ฎ๐ข๐ต๐ฆ๐ณ๐ช๐ข๐ญ๐ด
The platform for LLM evaluations and AI agent testing
๐น๏ธ Open-source, developer-first LLMOps platform designed to streamline prompt design, version management, instant delivery, collaboration, troubleshooting, observability and more.
AGiXT is a dynamic AI Agent Automation Platform that seamlessly orchestrates instruction management and complex task execution across diverse AI providers. Combining adaptive memory, smart features, and a versatile plugin system, AGiXT delivers efficient and comprehensive AI solutions.
The Security Toolkit for LLM Interactions
Laminar - open-source observability platform purpose-built for AI agents. YC S24.
An open-source visual programming environment for battle-testing prompts to LLMs.
Learn to build your Second Brain AI assistant with LLMs, agents, RAG, fine-tuning, LLMOps and AI systems techniques.
Turn expensive prompts into cheap fine-tuned models
Apache Hamilton helps data scientists and engineers define testable, modular, self-documenting dataflows, that encode lineage/tracing and metadata. Runs and scales everywhere python does.
Community maintained hardware plugin for vLLM on Ascend
Build applications that make decisions (chatbots, agents, simulations, etc...). Monitor, trace, persist, and execute on your own infrastructure.
UpTrain is an open-source unified platform to evaluate and improve Generative AI applications. We provide grades for 20+ preconfigured checks (covering language, code, embedding use-cases), perform root cause analysis on failure cases and give insights on how to resolve them.
๐คSelf-Modifying Framework from the Future ๐ฎ World's First AMS
Bionic is an on-premise replacement for ChatGPT, offering the advantages of Generative AI while maintaining strict data confidentiality
No-code multi-agent framework to build LLM Agents, workflows and applications with your data
๐๏ธ Reproducible development environment for humans and agents
Observal is a sandboxed artifactory and analytics platform for your AI development stack. Setup Observal, define the scope and share your Skills, MCPs and Agents.
A Unified MCP Server Management App (MCP Manager).
AICI: Prompts as (Wasm) Programs
Scalable, fast, and disk-friendly vector search in Postgres, the successor of pgvecto.rs.