Search results for "tracing"
Microsoft Azure AI Inference Client Library for Python
Microsoft Azure Azure Core OpenTelemetry plugin Library for Python
Microsoft Azure Monitor Opentelemetry Distro Client Library for Python
Microsoft Azure Monitor Opentelemetry Exporter Client Library for Python
OpenTelemetry LlamaIndex instrumentation
OpenTelemetry crewAI instrumentation
OpenTelemetry Qdrant instrumentation
OpenTelemetry Cohere instrumentation
OpenTelemetry Anthropic instrumentation
AWS SDK extension for OpenTelemetry
OpenInference instrumentation utilities
OpenTelemetry Langchain instrumentation
OpenTelemetry Vertex AI instrumentation
Cutting-edge framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
Powertools for AWS Lambda (Python) is a developer toolkit to implement Serverless best practices and increase developer velocity.
The AWS X-Ray SDK for Python (the SDK) enables Python developers to record and emit information from within their applications to the AWS X-Ray service.
A stats collection and distributed tracing framework
MLflow is an open source platform for the complete machine learning lifecycle
Client library to connect to the LangSmith Observability and Evaluation Platform.
Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python
Debug, evaluate, and monitor your LLM applications, RAG systems, and agentic workflows with comprehensive tracing, automated evaluations, and production-ready dashboards.
Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python.
A framework for building, orchestrating and deploying AI agents and multi-agent workflows with support for Python and .NET.
Framework for orchestrating role-playing, autonomous AI agents. By fostering collaborative intelligence, CrewAI empowers agents to work together seamlessly, tackling complex tasks.
AI Agent Framework, the Pydantic way
Cognithor - Agent OS: Local-first autonomous agent operating system. 16 LLM providers, 17 channels, 112+ MCP tools, 5-tier memory, A2A protocol, knowledge vault, voice, browser automation, Computer-us
PraisonAI 🦞 — Hire a 24/7 AI Workforce. Stop writing boilerplate and start shipping autonomous agents that research, plan, code, and execute tasks. Deployed in 5 lines of code with built-in memory, R
AI Observability & Evaluation
423 plugins, 2,849 skills, 177 agents for Claude Code. Open-source marketplace at tonsofskills.com with the ccpi CLI package manager.
Self improving agents through iterations
SRE Agent - CNCF Sandbox Project
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works wi
Make AI work for Everyone - Monitoring and governing for your AI/ML
AI observability platform for production LLM and agent systems.
The conversational control layer for customer-facing AI agents - Parlant is a context-engineering framework optimized for controlling customer interactions.
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool call
OpenTelemetry Instrumentation for AI Observability
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 controllin
简洁的测试平台日志，波形(FSDB/VCD)，根因分析MCP Server. A Simple and Universal MCP Server to Debug Testbench Simulation Failures Via Log Parsing And Waveform Analysis (FSDB/VCD)
An open-source AI assistant framework with skills and agent architecture
A general-purpose coding agent that runs inside an NVIDIA OpenShell sandbox, orchestrated by Deep Agents and powered by NVIDIA Nemotron. The agent writes and executes code in an isolated, policy-gover
🪐 🔧 Model Context Protocol (MCP) Server for Jupyter.
OpenAI-compatible HTTP LLM proxy / gateway for multi-provider inference (Google, Anthropic, OpenAI, PyTorch). Lightweight, extensible Python/FastAPI—use as library or standalone service.
Droid LLM Hunter is a tool to scan for vulnerabilities in Android applications using Large Language Models (LLMs).
RAGLight is a modular framework for Retrieval-Augmented Generation (RAG). It makes it easy to plug in different LLMs, embeddings, and vector stores, and now includes seamless MCP integration to connec
MCP server that saves 97% of AI coding tokens — your AI reads code structurally, not file-by-file. Faster, cheaper, smarter.
Open-source multi-agent AI assistant powered by LangGraph, FastAPI & Next.js — 16+ agents, Human-in-the-Loop, MCP integration, voice TTS, RAG, 500+ metrics, 6 languages.
An MCP server plus a CLI tool that indexes local code into a graph database to provide context to AI assistants.
Open security scanner for AI supply chain: agents, MCP, containers, cloud, GPU, and runtime with blast-radius analysis.
Enterprise-grade distributed AI agent framework | Develop → Deploy → Observe | K8s-native | Dynamic DI | Auto-failover | Multi-LLM | Python + Java + TypeScript
Published in CNCF Landscape: A MCP server for Kubernetes.
RAPTOR (Robust AI-Powered Toolkit for Operational Robots) is an AI-native Content Insight Engine that transforms passive media storage into an intelligent knowledge platform through automated analysis
An open-source long-horizon SuperAgent harness that researches, codes, and creates. With the help of sandboxes, memories, tools, skill, subagents and message gateway, it handles different levels of ta
🍰 PromptLayer - Maintain a log of your prompts and OpenAI API requests. Track, debug, and replay old completions.
3-tier agentic ChatOps (n8n + GPT-4o + Claude Code) implementing all 21 patterns from "Agentic Design Patterns" — solo operator managing 137 devices
Automated security investigation tool using Microsoft MCP Servers, GitHub Copilot, Python Modules and custom copilot-instructions.
🤖 The most comprehensive directory of AI agent frameworks, platforms, tools, and resources - hundreds of curated entries covering open-source, no-code, enterprise, and autonomous solutions. NEW Boil
The LLM Evaluation Framework
Ham radio & GMRS gateway, repeater and packet radio — bridges two-way radios to Mumble, Broadcastify, and the internet. AIOC USB, RSPduo dual SDR, TH-9800/D75/KV4P CAT control, AI announcements, ADS-B
The production runtime for AI agents. Schema in, API out. Built on PydanticAI + FastAPI.
Open-Sable is a local-first autonomous agent framework with AGI-inspired cognitive subsystems (goals, memory, metacognition, tool use). It can run continuously on your machine, integrate with chat int
Claude Code plugin for Ruby, Rails, Grape, PostgreSQL, Redis, and Sidekiq development
Your AI-powered SWE teammate, built into your git workflow
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 anal
JSON Agents - A universal JSON-native standard for describing AI agents, their capabilities, tools, runtimes, and governance in a portable, framework-agnostic format. Based on RFC 8259, JSON Schema 2
The open framework for extensible & grounded AI agent orchestration.
🧭 PromptDrifter – one‑command CI guardrail that catches prompt drift and fails the build when your LLM answers change.
Python LLM-RAG deep agent using LangChain, LangGraph and LangSmith built on Quart web microframework and served using Hypercorn ASGI and WSGI web server.
🤖 AI-powered code generation tool for scratch development of web applications with a team collaboration of autonomous AI agents.
🦾 A production‑ready research outreach AI agent that plans, discovers, reasons, uses tools, auto‑builds cited briefings, and drafts tailored emails with tool‑chaining, memory, tests, and turnkey Dock