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
@alisio/plugin-laya
gustavogutierrez
An Alisio plugin that runs local Laya models for select, boolean and ordinal decisions
calvino-laya
kevago
Banking customer-service decision engine with Laya multilingual as the System 1 classifier
laya-layer
bsisduck
Enforces policy, budgets, and local semantic checks for agent applications
aubin
Emrevrg
Provides calibrated decision models, computer-use tools, and a Laya/Jev-compatible API
laya-agent
leoantony72
Routes Windows desktop and browser-control commands with a Laya Choice model
laya-decision-skill
xyzln
A dependency-free skill implements the Laya System 1 decision protocol
laya-agent-gateway
JohnGF
A local Laya gateway routes prompts and session modes for AI coding agents
laya-mcp-server
AIAI-Laboratory
A self-hosted Laya decision service exposes MCP and REST APIs for AI agents
jev-laya-decisionmodel
zhaojie911272507
A runnable Python tutorial teaches Jev and Laya decision models and their use in agent systems
crypto-paper-trader
saikrishnachatare-spec
Simulates cryptocurrency trades using Laya signals and public Coinbase market data
hybrid-decision-agent
musaugurlu
Tests a Laya-first agent architecture that routes requests to Gemini Flash and benchmarks its performance
jev_flappy_bird
iamdgarcia
Controls Flappy Bird by using Laya ONNX inference to choose whether to flap
c3-service
kiliankaena85-byte
A lead-generation and stair-estimation service combines Laya System 1, Gemini, computer vision, and Telegram
trace-sec
vk.amogh
Security checks for coding agents with SecureBERT and a fine-tuned Laya ONNX router
laya-cli-skills
MIt9
Provides reusable agent skills that run local typed decisions through laya-cli
pybullet-yolo-laya-sorter
cf2018
Uses Laya to direct a simulated robot arm sorting colored cups
flyagent
JamesKevinJones
Combines a Drosophila circuit simulation with an asynchronous typed-decision layer that can use Laya
juggernaut
prayingperceptions
Provides a single-goal agent template using laya-mlx for local typed decisions on Apple Silicon
laya-superfast
LazyHuman
Serves Laya decisions through an MCP bridge and browser automation relay
video-to-screenplay-laya
vamshicreates
Adds Laya-based transcript triage to a video-to-screenplay workflow
pi-laya-auto-classifier
finngreig
Adds a Laya-powered local classification gate for tool calls in the Pi coding agent
reflexarc
lumenform
A Python desktop pet uses optional Laya decisions to nudge its behavior
system-one-demo
dinh144
A research demo compares Laya, Kev, and small language models for agent-memory decisions
gmail-auto-cleanup
nani-stack
A Python tool triages Gmail using either local Laya or hosted Jev decisions
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