Cite-able, signed memory of Earth

Software to automate the management and configuration of infrastructure and applications at scale.

100+ AI Agent & RAG apps you can actually run — clone, customize, ship.

Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python.

LLM Evaluation pipeline to judge factuality of LLM responses for AI in Education

A travel agent python app built with Microsoft Agent framework using GPT model from Azure OpenAI to be run locally or on CI/CD with Github Actions

An M365 agentic app built using Microsoft Agent Framework and Azure OpenAI Assistants API to demonstrate open-source Monocle instrumentation and Okahu Cloud observability for AI-enabled automated e…

Travel agent built using Kiro with AWS Strands framework and deployed to AgentCore with Bedrock for LLM inference.

Give your agents a secure, containerized SQL sandbox with MCP or API access enabled with DuckDB. No infra required, quick spin-up cycle. Push any CSV — query, analyze, and move on.

Samples to demonstrate how Monocle works for agentic applications

A travel agent python app built with LangGraph using GPT model from OpenAI to be run locally or on CI/CD with Github Actions

An M365 agentic app built on top of Teams AI library to demonstrate open-source Monocle instrumentation and Okahu Cloud observability for AI-enabled automated experiences.

GenAI assistant that answers questions about coffee observed with Monocle and Okahu.

Code for an AI assistant that answers questions about coffee to demo instrumentation of GenAI apps with open-source Monocle.

Interactive chatbot webapp that answers questions about coffee hosted in AWS with Monocle traces pushed to S3.

Okahu demo chatboth with Langchain and OpenAI

Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in typescript