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
janderscience-skills
janderson1719
Provides a corporate agentic workforce of specialized skills with a Jev/Laya decision engine
laya-jev-ultrafast
leisc
A browser agent that uses Laya for typed action and element selection, with Jev as an optional backend
anima3
hulryung-uo
Uses a System One decision brain with Qwen log-probabilities and Laya triage for a game client
XERON
PIXELZX0
Fine-tunes Laya decision models for multilingual classification, scoring, routing, and browser actions
laya-mcp
EbiPenMan
Serves a persistent local Laya model through an MCP Streamable HTTP server
laya-deploy
Pidbid
Deploys Laya as a local judgment backend for omp with an HTTP bridge, MCP tools, and installation scripts
laya-assist-proxy
dwyschka
A local Home Assistant bridge that classifies voice commands with Laya and routes uncertain requests to an LLM
laya-plays-Pokemon
masmoriya
A local model agent plays Pokémon using Laya decisions and Qwen vision
laya_comp_use
InterestingBrainPoops
A Windows screen agent uses Laya to choose UI actions from text-described controls
Laya-GuardRails-Harness
morre95
A Python harness evaluates coding-agent actions with Laya typed decisions and policy rules
classify-goblin
Sharkelot
A local typed-decision service offers Laya alongside rules, DistilBERT, and Qwen backends
laya-jev
kiuckhuang
Adds a local Laya decision endpoint and conformance tests to a Jev browser-agent fork
layacore-mcp
PerryLink
Planned MCP server for exposing Laya typed decisions to agent harnesses
laya-hermes
pavlealeksic
Adds Laya decision tools, routing hints, and output filtering to the Hermes Agent
laya-local
vit-cerny
Runs a browser agent using local Laya decisions or TypeSafe's hosted Jev backend
laya-mcp
devthinker-ai
Serves Laya typed decisions over MCP and HTTP on Apple Silicon using MLX
laya-api
mlnima
Serves Laya Multilingual through a local Python HTTP API and MCP service
laya-mcp
jerepaira
Exposes local Laya typed decisions as tools for MCP clients
laya-deployment
80233456
Deploys Laya locally and tests its typed decisions and LLM integration
laya-codex-triage
kanottonp
Evaluates local Laya recommendations for model tier and reasoning effort in Codex
dsh-laya-router
ricardochen1996
Routes agent requests using a local Laya-MLX typed-decision model
laya-mcp-npm
PerryLink
Launches a Python MCP server that exposes Laya typed decisions to Node.js clients
laya-claude-plugin
noorforeverone
Provides a Claude Code plugin with local Laya decision tools and an MCP server
jev-skill-laya
applex250
Adapts Jev skills to use a local Laya decision API as their sole backend
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