Alternatives

Contoso Chat alternatives for AI agents.

Compare similar skills by workflow fit, trust score, quality, GitHub adoption, maintenance, and install readiness.

Current skill

Contoso Chat

This sample has the full End2End process of creating RAG application with Prompty and Azure AI Foundry. It includes GPT-4 LLM application code, evaluations, deployment automation with AZD CLI, GitHub actions for evaluation and deployment and intent mapping for multiple LLM task mapping.

68
Quality
80
Trust
762
Stars
#1

Mlflow

Similarity 112Trust 98Excellent 100

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.

27K starsJun 14, 2026 pushdevelopmentPythonLLMOps
$ npx skills add mlflow/mlflow
#2

Langfuse

Similarity 112Trust 94Excellent 100

πŸͺ’ Open source AI engineering platform: LLM evals, observability, metrics, prompt management, playground, datasets. Integrates with OpenTelemetry, LangChain, OpenAI SDK, LiteLLM, and more. 🍊YC W23

29K starsJun 13, 2026 pushdevelopmentTypeScriptLLMOps
$ npx skills add langfuse/langfuse
#3

Opik

Similarity 112Trust 98Excellent 100

Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.

20K starsJun 13, 2026 pushdevelopmentPythonLLMOps
$ npx skills add comet-ml/opik
#4

RagaAI Catalyst

Similarity 111Trust 94Excellent 100

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

16K starsFeb 11, 2026 pushdevelopmentPythonLLMOps
$ npx skills add raga-ai-hub/RagaAI-Catalyst
#5

OpenLLM

Similarity 110Trust 95Excellent 100

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

12K starsJun 8, 2026 pushdevelopmentPythonLLMOps
$ npx skills add bentoml/OpenLLM
#6

Metaflow

Similarity 110Trust 95Excellent 100

Build, Manage and Deploy AI/ML Systems

10K starsJun 13, 2026 pushdevelopmentPythonLLMOps
$ npx skills add Netflix/metaflow
#7

BentoML

Similarity 110Trust 96Excellent 100

The easiest way to serve AI apps and models - Build Model Inference APIs, Job queues, LLM apps, Multi-model pipelines, and more!

8.7K starsJun 3, 2026 pushdevelopmentPythonLLMOps
$ npx skills add bentoml/BentoML
#8

Openllmetry

Similarity 109Trust 96Excellent 100

Open-source observability for your GenAI or LLM application, based on OpenTelemetry

7.2K starsJun 12, 2026 pushdevelopmentPythonLLMOps
$ npx skills add traceloop/openllmetry
#9

Agent Starter Pack

Similarity 109Trust 97Excellent 100

Ship AI Agents to Google Cloud in minutes, not months. Production-ready templates with built-in CI/CD, evaluation, and observability.

6.5K starsJun 12, 2026 pushdevelopmentPythonLLMOps
$ npx skills add GoogleCloudPlatform/agent-starter-pack
#10

Rig

Similarity 109Trust 95Excellent 100

βš™οΈπŸ¦€ Build modular and scalable LLM Applications in Rust

7.6K starsJun 12, 2026 pushdevelopmentRustLLMOps
$ npx skills add 0xPlaygrounds/rig
#11

Evidently

Similarity 109Trust 95Excellent 100

Evidently is ​​an 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.

7.6K starsMay 2, 2026 pushdevelopmentJupyter NotebookLLMOps
$ npx skills add evidentlyai/evidently
#12

Plano

Similarity 109Trust 96Excellent 100

Plano is an AI-native proxy and data plane for agentic apps β€” with built-in orchestration, safety, observability, and smart LLM routing so you stay focused on your agents core logic.

6.6K starsJun 12, 2026 pushdevelopmentRustLLMOps
$ npx skills add katanemo/plano
#13

Phoenix

Similarity 109Trust 91Excellent 100

AI Observability & Evaluation

10K starsJun 14, 2026 pushdevelopmentPythonLLMOps
$ npx skills add Arize-ai/phoenix
#14

Helicone

Similarity 109Trust 96Excellent 100

🧊 Open source LLM observability platform. One line of code to monitor, evaluate, and experiment. YC W23 πŸ“

5.8K starsJun 11, 2026 pushdevelopmentTypeScriptLLMOps
$ npx skills add Helicone/helicone
#15

Coze Loop

Similarity 109Trust 96Excellent 100

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.

5.5K starsJun 14, 2026 pushdevelopmentGoLLMOps
$ npx skills add coze-dev/coze-loop
#16

LLM Engineers Handbook

Similarity 109Trust 95Excellent 100

The LLM's practical guide: From the fundamentals to deploying advanced LLM and RAG apps to AWS using LLMOps best practices

5.1K starsApr 22, 2026 pushdevelopmentPythonLLMOps
$ npx skills add PacktPublishing/LLM-Engineers-Handbook

How to choose

When should you switch?

Use an alternative when it has a clearer install path, higher trust score, fresher maintenance, or better platform fit for your current agent stack. Keep Contoso Chat if it already passes your workflow test and repository review.

Next step

Compare top candidates side by side

Open the compare page, test the install commands in a sandbox, and check each repository before using a skill in production.