Laya for agents
Agents make many small decisions: which tool to call, whether an input is safe, which element to click. Laya answers each one as a typed probability in one forward pass, locally, so an agent can branch on a number instead of parsing prose from an LLM.
606 projects
Laya_Sandbox
abhishekwoco
Serves Laya typed decisions to MCP-compatible agents over streamable HTTP
laya-ha
artmdv
Integrates Laya as a fast System-1 conversation agent for Home Assistant
lagos-monopoly
vunderkind
Runs two local Laya agents through a Lagos-themed Monopoly game and creates animated replays
claude_guardrail_laya
pedro-ggomes
Uses Laya to score Bash commands in a Claude Code pre-tool guardrail
loop.laya.bible
thomasperdana
An autonomous Bible study loop integrates Laya to generate chapter studies and interactive workbooks
laya-plane-battle
wjw1-Evan
A browser-based plane battle game uses a local Laya model to make real-time gameplay decisions
loop.laya.btc
thomasperdana
An autonomous BTC/USD trading system combines Laya decisions with market-making and directional strategies
laya-stock-analysis-agent
sandeepj15
A stock analysis pipeline uses Laya to screen setups before Gemini synthesizes trade alerts
laya-browser-use-skill
xnetsc
A portable decision skill bundles a local Laya model with a WebGPU runtime and browser adapter
morning-agent
shauryajain07
A macOS morning briefing CLI uses local Laya-MLX for typed decisions
finetuning-laya-for-browser-agents
kp-algomaster
Code, datasets, and evaluations fine-tune Laya for structured browser automation decisions
n8n-nodes-layahost
Negmus
n8n community node for layahost: Laya and Clef decisions, flows and moderation in n8n workflows
custom-voice-activator
M47HIS
Provides local macOS voice dictation and desktop control with Laya decisions
jev-mcp
nik1tsyganov
MCP stdio servers expose TypeSafe Jev and a separate local Laya decision model
jev-decision-layer
qualixar
A decision layer routes coding-agent tasks through Jev with optional local Laya
flickering-sign
tienef
An autonomous-agent experiment combines Laya decisions with an LLM and simulated brain systems
local-software-factory
champion19007
Runs a local coding assistant that uses Laya for task triage and Qwen for code generation
Reai
ReKara12
Provides a local voice assistant for anticipatory operating-system navigation and control
open-laya
skorotkiewicz
Provides a local HTTP API and MCP tools for Laya decisions
weekofstay-agent-demo
drayapaty
Demonstrates an event-week hotel agent using Laya decisions and Jev browser automation
glove-classifier
porkytheblack
Provides typed-decision adapters, cascades, and tools for Glove agents, including Laya and Jev backends
mahabodi
jollypk
Combines topology memory and ONNX Runtime-based Laya decisions in a System-1 engine for AI agents
laya-trader
antonellof
Paper-trades crypto and S&P 500 stocks using Laya’s market outlook decisions
laya-vision-microduck-kick-demo
thaitea
Demonstrates a Laya vision model controlling a simulated duck robot to find and kick a ball
MCP servers
The core package includes an optional MCP stdio server with laya_predict, laya_route, laya_preset and laya_status tools:
pip install "laya[mcp]"
laya-mcp-server
{
"mcpServers": {
"laya": {
"command": "laya-mcp-server",
"env": { "LAYA_DEVICE": "cpu" }
}
}
}
Other options:
- laya-mcp (NVentimiglia):
pip install laya-mcp, with guardrail, routing, PR-diff and moderation tools. - ollaya:
claude mcp add ollaya -- ollaya mcp. - typesafe-mcp: built for Jev, and can point at a local Laya server through
TYPESAFE_BASE_URL.
Browser automation
- laya-browser-agent: Playwright/CDP browser decisions with Laya, speaking TypeSafe's
/v1/systemonedialect. It also publishes a fine-tuned browser checkpoint. - laya-ultrafast: a port of browser-use/jev-ultrafast that runs Laya through laya-mlx (Apple Silicon only).
- The core repository documents a browser-agent fine-tune on one 16 GB GPU. Element top-1 accuracy went from 0.10 zero-shot to 0.66, and task success from 0% to 62%.
Agent frameworks and evals
- system1-agents: prebuilt browser-use, computer-use, robotics and game agents on Jev, Laya or Cua-S1.
- jevals: agent evals and guardrails as typed decisions (
pip install jevals), with Laya as a local option. - FluidUse: on-device computer use on macOS, with Laya over Core ML.
Caveats
laya-ultrafast states it plainly: Laya answers narrow questions well (which field is the destination, whether two dates match) but does not reliably answer "what should the browser do next?". Those projects combine narrow Laya questions with rules. The zero-shot numbers above also show that fine-tuning is where most of the gain comes from.
Hosted option
An agent that runs in the cloud may not have a GPU or a Mac next to it. layahost serves Laya, and Cloudflare's open Clef models, over the Jev-compatible /v1/systemone. It has an MCP server for agents, an n8n community node (n8n-nodes-layahost) and a prompt_injection template for screening web pages, emails and tool output before an agent reads them. layahost is run by the makers of laya.tools.
More ways to use Laya