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Confidently evaluate, test, and ship LLM applications with a suite of observability tools to calibrate language model outputs across your dev and production lifecycle.

Open-source LLM observability, prompt evaulation, and prompt optimzation platform.

The AWS generative AI–powered assistant that helps answer questions, write code, and automate tasks.

Premium Agentic RAG System for n8n

n8n community node for Agentic Hub API integration - Unified node with all resources (projects, workflows, agents, content, conversations, messages, files)

Language Translation Framework for Applications & Web Sites

Shared versioned state for multi-agent AI workflows

Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP Support

AI Space: ginigen-ai/site-agent

Subpackage for RagaAI Catalyst integration in NeMo Agent Toolkit

Multi-DEX perpetual futures CLI + MCP server — Pacifica (Solana), Hyperliquid, Lighter (Ethereum). 18 MCP tools for AI-powered trading

MCP schema linter & quality grader — validate, audit, optimize, grade (A+ to F). Also: @tool → OpenAI, Claude, Gemini, MCP. Zero deps.

AI Team OS — Multi-Agent Team Operating System for Claude Code. 40+ MCP tools, 22 agent templates, task wall, meeting system, dashboard.

Identity, memory, and soul for AI agents. Cryptographic identity (Ed25519), semantic memory with local embeddings, and persistent personality — all in a single process.

Security scanner for AI agent tool definitions

Context compiler for TypeScript/JavaScript AI agents. Automatically compiles agent state into optimized LLM payloads with history compression, tool pruning, multi-provider support, and more.

Cognitive memory for AI agents. Atkinson-Shiffrin model, semantic RAG, trust scoring, metacognitive guard. 76+ MCP tools. 100% local.

Open-source guardrail engine for LLM apps — 30 guards, streaming pipeline, risk routing, audit logging, Vercel AI SDK

Agent Workflow Protocol — an open standard for orchestrating multi-agent AI workflows with YAML definitions, DAG execution, and recursive delegation loops (A0-A4 autonomy)

Company brain for AI agents — shared knowledge, shared skills, no more passing markdown files around