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

LLM QA, Observability, Evaluation and User Feedback

AI-powered shell assistant that helps you execute commands and file operations through natural language.

Semantic code search for AI agents — 166+ languages, hybrid search, works offline

LLMSymphony is a Windows application for incognito chats with leading AI models using your own API keys

This is a File system mcp server that could allow an LLM to read and list files from a specified safe directory on your local machine.

Improved SWEAgent performance by incorporating CLI tools to be used by the agent

Elicitation MCP server

A standalone CLI tool for hierarchical project and task management with dependencies. Perfect for LLM agents to organize complex workflows.

The official Python library for the groq API

The fastest way to build robust AI agents

The programming language for agentic software.

Build multi-modal Agents with memory, knowledge and tools.

A lightweight, stateless multi-agent orchestration framework.

A framework for building agentic LLM workflows

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A guidance language for controlling large language models.

Tools for LLM prompt testing and experimentation

Evaluation framework for RAG and LLM applications

AI Observability and Evaluation