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-compact
AxeForging
A local context-compaction tool that uses Laya to score which tool calls remain needed
laya-gateway
aios-b-612
Routes coding-agent tool choices through Laya in a local LLM gateway
omp-laya
agusbyna
An omp wrapper adds Laya decisions and prompt pre-screening to agent workflows
laya-decide
Luminousyyh
A DeepSeek Harness skill gates file and command actions using a local decision model
laya-mc-bot
LixiaoLeo123
Minecraft bots use Laya decision models alongside external LLM harnesses
pi-laya-router
rabi
Adds Laya decision tools and prompt-based model routing to the pi agent
laya-computer-use
ChenneyZhuang
Uses local Laya decisions to control macOS apps through their Accessibility trees
lica
np9royal
Adds typed decision packs powered by Laya to coding-agent hooks
jev-voice-browser-agent
adnankhan46
Implements a voice-controlled browser agent using Jev or Laya
ChenneyZhuang
ChenneyZhuang
Showcases a fine-tuned Laya browser model and local browser-agent tooling
reflex-engine
chenshuai9101
A Python toolkit collects, calibrates, and automates routine decisions using local Laya
Xpark-Media-Foundry-Agent
ArcSeekerX
A media-production pipeline uses Laya, OpenJev, or Jev to allocate attention across video generation
dsh-browser-laya
drscrewdriver
A reserved npm package name for a planned browser-action backend using a local Laya sidecar
@mokei/mcp-system-one
paul_lecam
MCP server exposing a System One predict tool, backed by local laya-serve or the hosted API
@ejstembler/pi-classifier-router
ejstembler
Routes Pi and Oh My Pi prompts to models using typed decisions from Jev or Laya
@gabedsam01/decision-maker
gabedsam01
Provides typed decisions for AI agents through a Pi adapter and local Laya or hosted Jev
laya-decision-lab
KGFCode
Demonstrates Laya text classification, scoring, and probability analysis with an API and MCP service
laya-decision-playground
hadeas
Provides a Gradio playground for Laya typed decisions with editable schemas and probability outputs
laya-trader
antonellof
Uses Laya MLX to paper-trade crypto and stocks with a dashboard and backtesting tools
semantic-operators
jasonduncan
Provides Python, CLI, and MCP interfaces for typed judgments using Laya and Jev
LayaAssitant
ps1x
Provides a local Home Assistant conversation agent that uses Laya to select approved device actions
LayaTUI-MCP
guillermojmontenegro-hub
Provides a terminal UI and MCP server for running Laya questions and viewing results
layatest
krish154
Combines Laya, Qwen, and MCP tools in a modular local AI agent
ask-laya
v3moreno
Routes agent decisions through a local Laya daemon for classification, relevance filtering, and yes/no scoring
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