Orkes

AgentOps is an open-source observability and developer-tools platform for building, evaluating, and monitoring AI agents. Its Python SDK records agent sessions and LLM calls for dashboard-based session replays, step-by-step execution graphs, debugging, analytics, cost tracking, and benchmarking. Developers instrument code with decorators for sessions, agents, operations, tasks, and workflows; these support nested span hierarchies, input and output recording, exception handling, asynchronous functions, generators, and custom attributes. The SDK provides integrations with agent frameworks and LLM systems including CrewAI, AG2/AutoGen, Agno, LangGraph, and the OpenAI Agents SDK, and the platform can be self-hosted with its dashboard and API backend. The app is released under the MIT license.

watsonx Orchestrate is an IBM enterprise AI orchestration service in the watsonx family that composes AI assistants and no-code workflow automations to perform knowledge-worker tasks. It accepts conversational input and business data through connectors and executes automated actions across enterprise applications as a commercial SaaS offering on IBM Cloud.

OpenBot is an open-source AI agent platform from CopilotKit that gives each agent its own computer with a browser, logins, files, tools, and a dedicated interaction channel. It runs in the user's infrastructure and accepts agents that speak the AG-UI protocol, including agents built with LangGraph, Mastra, CrewAI, Pydantic AI, Google ADK, or custom code. A single gateway mediates actions involving the computer, files, MCP servers, and UI components: it decides whether an action is permitted before execution and records it afterward. Agents can operate their own browser screen, hand control to a human for restricted actions, and return component-based responses. Docker Compose runs the application components and PostgreSQL, while the administrator supplies the model credentials; the repository describes the project as alpha software under active development.

Orca is a free, open-source agent development environment for running multiple coding agents in parallel on desktop, mobile, or a VPS. It runs CLI agents such as Codex, Claude Code, OpenCode, and Pi side by side, placing each agent in an isolated Git worktree so results can be compared and merged. The environment provides split terminals, a VS Code editor, diff annotation and review, browser-based Design Mode that sends selected HTML, CSS, and screenshots to an agent, native GitHub and Linear views, SSH worktrees with port forwarding, and a mobile companion for monitoring agents and sending follow-ups. Its CLI can script workflows such as creating worktrees, taking snapshots, clicking, and filling fields. Orca is designed to work with any coding agent that runs in a terminal and uses the user's own agent subscriptions.

OpenDots is an open-source, self-hostable template for building persistent AI coworkers, called Dots, each with its own role, instructions, permitted tools, browser profile, files, and workspace. It provides a web and mobile workspace with Spaces, searchable pages, visual editing, page-specific conversations, and specialist Dots. Its workflow connects agents to interfaces through AG-UI and uses CopilotKit components, TanStack AI for model streaming and server-side tool execution, Intelligence for durable conversation Threads, and Channels SDK for Slack. Dots can perform browser and workspace actions through OpenBot computers, with permissions, activity records, human takeover, and persistent browser profiles and files. Drafts can be paused for human approval before being saved as pages; the template also includes text conversations, configurable voice calls, background work, research, memory, and automatic-learning flows. OpenDots is a starting point rather than a hosted product: operators clone and run the application, configure its model, conversation, channel, speech, browser, and computer services, and customize the workflows. The repository describes the project as early-stage, with some connected-service behavior still requiring verification. It is distributed under the MIT license.