langflow-ai/langflow
Langflow is a powerful open-source platform for building, testing, and deploying AI-powered agents and workflows with visual authoring, multi-agent orchestration, and API integration capabilities.
Awesome AI Agents › AI Workflow Orchestrators
Ralph Orchestrator implements the Ralph Wiggum technique, which pursues autonomous task completion by running an AI coding agent in a continuous loop until it emits LOOP_COMPLETE or reaches an iteration limit. It is written in Rust, distributed as the ralph-cli binary through npm, Cargo or a GitHub Releases installer, and driven from the command line. A typical flow is to initialise with a chosen backend, run an interactive planning session that writes requirements, design and implementation-plan documents under .ralph/specs, and then run the implementation loop against that specification; for simpler work the planning stage can be skipped and a prompt passed directly. Supported backends include Claude Code, Kiro, Gemini CLI, Codex, Forge, Amp, Copilot CLI and OpenCode. The central abstraction is the hat system, a set of specialised personas that coordinate through events, with five supported builtins named code-assist, debug, research, review and pdd-to-code-assist plus further documented example patterns. Backpressure gates reject incomplete work by enforcing tests, lint and typecheck, while memories and task tracking give the loop persistent learning and runtime work state. Ralph can itself run as an MCP server over stdio, scoped to a single workspace root resolved from a flag, an environment variable or the working directory, with the recommendation to run one instance per repository. An alpha web dashboard combines a Rust RPC API with a frontend for monitoring and managing loops, requiring a Rust toolchain and Node 18 or newer. Human-in-the-loop support arrives through RObot, a Telegram bridge in which agents emit human.interact events and block until answered, while people can send proactive guidance mid-loop, route messages to parallel loops by reply or loop-id prefix, and issue status, tasks and restart commands.
https://github.com/mikeyobrien/ralph-orchestrator
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