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
create3-laya
psyberLC
Uses a local Laya model to turn plain-English tasks into Create 3 robot actions
layahost
Demo
Hosted Laya API, Jev-compatible, with Cloudflare Clef on the same endpoint
laya-serve
tuvl-io
Packages the Laya decision model in a container and serves it through the SystemOne API
Laya-Plays-Starcraft
Jaesung-Jun
Connects Laya decisions to StarCraft: Brood War commands through BWAPI and CommandCenter
laya-siro
Cihaimasuiro
Runs Laya decisions in a low-memory Windows automation engine using Rust and ONNX Runtime
feedcast
TimurAkhtemov
Produces local narrated news episodes using RSS feeds and models including Laya
@marg-adk/verdict
GitHub Actions
Provides typed decision cascades with Laya support, calibration, an MCP server, and an HTTP server
laya-mcp
Hypokoto
Runs the Laya ONNX decision model locally and exposes policy and code-analysis tools through MCP
laya-skill-router
bappisinsane
Routes Hermes Agent requests to skills using Laya’s typed decisions and calibrated probabilities
sky-team-ai-laya
wardraq
Implements a multiplayer Sky Team game with an optional Laya-powered AI player
system-one-mcp
es11225599
Exposes typed decisions from System One backends, including Laya, through MCP tools
codex-laya-go-decision
Ling0727-ai
Adds Codex tools for managing a local Laya inference server and making structured decisions
orphusbot
kelvincushman
Provides self-hosted task bots that use Laya for routing and checking risky actions
davinci-laya-zcode
Ydjin1984
Integrates a local Laya decision engine into ZCode with risk gates, context ranking, and MCP tools
laya-hub
surtr85
Routes MCP servers and agent skills using Laya System-1
laya-browser-agent
Sreenuraj
Automates web tasks locally using Laya MLX and Playwright tools
laya-ai-local-llm
RohaizadMaznan
Routes chat requests with Laya before a local Ollama model generates replies
bongo
lithometric
Provides a harness for real-time computer use with Laya alongside Claude and Codex
DotaBotAI
Mohsen-Arshad
Benchmarks a synthetic Dota-style lane-control agent with optional Laya strategic advice
laya-triage
CodeCave0000
Adds local Laya-based message triage to the OpenClaw agent plugin
service-desk
boubakriibrahim
Assists field-service teams with sourced briefs, Laya safety screening, case scoring, and human approval
laya-heart
sykyyds3739
A local-first couple-chat copilot uses Laya for message questions and Gemma to draft replies
@es11225599/systemone-mcp
es1259
Provides an MCP server for evaluating typed decisions through System One backends, including Laya
WAya
ACKB
A WhatsApp appointment agent uses Laya for intent classification and topic extraction
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