Compare
AC Bridge vs LangGraph
Short answer: Pick AC Bridge if you want LAN-based light status for AI agents; pick LangGraph if you want customizable stateful agent orchestration. AC Bridge starts at £2.99/month; LangGraph is free and open source.
AC BridgeYour agents work. Your home shows it. Quiet status light for Claude Code and Codex.
LangGraphFramework for building stateful, controllable AI agentsWhich to pick
Pick AC Bridge if you want…
- LAN-based light status for AI agents
Pick LangGraph if you want…
- Customizable stateful agent orchestration
- Custom agent orchestration
- A free, open-source tool
Side by side
- What it is
- AC Bridge:AC Bridge turns your smart lights into status indicators for Claude Code and Codex agents.
- LangGraph:LangGraph is an open-source framework for building stateful, controllable AI agents with memory, streaming, and human-in-the-loop support.
- Best for
- AC Bridge:LAN-based light status for AI agents
- LangGraph:Customizable stateful agent orchestration
- Who it’s for
- AC Bridge:Developers using Claude Code or Codex who want visual, silent feedback.
- LangGraph:Developers building complex, production-grade AI agents
- Pricing
- AC Bridge:Paid
- LangGraph:Open source
- Starting price
- AC Bridge:£2.99/month (AC Bridge Pro)
- LangGraph:Free
- Free plan or trial
- AC Bridge:Free trial
- LangGraph:Free to use
- Plans
- AC Bridge:AC Bridge Pro £2.99/month per month
- LangGraph:—
- Open source
- AC Bridge:—
- LangGraph:Yes, 42,570 GitHub stars
- Works with
- AC Bridge:Philips Hue, LIFX, Govee, WiZ, Nanoleaf, WLED, Home Assistant, SmartThings
- LangGraph:—
AC Bridge features
- Multi-state lighting. Maps up to 29 agent states to colors, effects or scenes on supported devices.
- Broad device support. Controls 16 smart-light brands and Home Assistant/SmartThings devices on the local network.
- Per-repo profiles. Assign different lights or scenes to individual code repositories.
- Bidirectional control. Agents can also trigger plugs or scenes as part of a task, with locks always refused.
- Automatic revert. Restores lights and plugs to their original state when the session ends.
- Cross-platform desktop app. Runs on Windows, macOS (Apple silicon & Intel) and Linux (AppImage).
LangGraph features
- Human-in-the-loop controls. Add moderation and approval steps to keep agents on track.
- Expressive workflow primitives. Create single, multi-agent, or hierarchical flows with low-level building blocks.
- Persistent memory stores. Maintain conversation history and context across sessions.
- Token-by-token streaming. Stream agent reasoning and actions in real time for better UX.
- Model-agnostic runtime. Run agents with any LLM provider using high-level or fine-grained APIs.
- Open-source MIT license. Free to use and modify without licensing fees.
AC Bridge vs LangGraph FAQ
What is the difference between AC Bridge and LangGraph?+
LangGraph: Framework for building stateful AI agents, focuses on logic not hardware feedback.
Should I use AC Bridge or LangGraph?+
Pick AC Bridge if you want LAN-based light status for AI agents. Pick LangGraph if you want customizable stateful agent orchestration, custom agent orchestration or a free, open-source tool.
Is AC Bridge or LangGraph free?+
AC Bridge is paid, from £2.99/month (AC Bridge Pro), with a free trial. LangGraph is free and open source.
Which is cheaper, AC Bridge or LangGraph?+
LangGraph is free, so it costs less. AC Bridge starts at £2.99/month (AC Bridge Pro).
Is AC Bridge or LangGraph open source?+
LangGraph is open source (langchain-ai/langgraph on GitHub, MIT license). DevHunt has no public source repository on record for AC Bridge.
On DevHunt
Based on each tool's website and DevHunt data. Details may change; check the official sites.