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
smart-computer-use
lindoelio
Provides a desktop computer-use agent skill with optional local Laya decision-model integration
laya-bangla-playground
algolyzer
Runs Bangla and Banglish Laya decisions locally in a browser
hermes-plugin-laya
Darren-dev141
Adds native Laya decision tools to Hermes Agent and connects them to a local decision server
laya-pokesurvivor
garykhfung
Uses a local Laya checkpoint to control a browser-based PokéSurvivor game on Apple Silicon
laya-agent
manishsharma004
Uses Laya to choose actions for a browser-control agent
laya-job-hunter
kadirtutenn
Scores job and profile fit with a local Laya decision service
system1-bridge
johnlam1968
Adds a Laya-backed System 1 provider and decision tool to dsh bundles
Laya-Trader
johnpg82
Adds browser-based Laya trade signals and personalized entry and exit suggestions to TradingView charts
laya-agent-kit
elzii
Provides an MCP bridge and multi-harness integration for a running Laya inference server
laya-mobilecli
nichotined
Resolves plain-English mobile UI tap targets with the Laya typed-decision model
hermes-laya-tools
andrei-tolstov
Routes Hermes Agent tool calls and categorizes tools using Laya decision inference
llm-model-router
dmoonat
Routes Google ADK requests between models using Laya typed decisions
agentic-rag
gilmarbljr
Uses a Laya agent to filter obsolete rules from retrieved documents in an agentic RAG workflow
systemone-benchlab
lavanya1402
Benchmarks Jev and Laya as gatekeepers for AI agent actions on synthetic policy cases
trustreflex
Maverick7
A calibrated local assistant learns from Ollama or Laya and routes trusted answers to a fast student
jev-laya-eval
satishk01
A DeepEval tutorial repo tests a ReAct agent with layered behavioral evaluations
laya-demo
meysam0213
Runs a web playground and JSON API for Laya’s typed decision predictions
dsh-laya-mcp-skill-router
royalallen
Routes tools and agent skills using Laya decisions and local embedding-based recall
Sparrow-Voice-Control
SparrowO7
Routes Windows voice commands using speech recognition and an optional LAYA classifier
testing-agent
g4rcez
Runs plain-language browser tests using agent-browser and local Laya or Jev decisions
agent-tester
g4rcez
Creates and runs YAML or JSON browser tests with agent-browser and Jev or Laya decisions
laya-guard-trial
Ayaannnnnnn
Lets users test Laya-based shell-command judgments for an agent safety hook
laya-agent-guard
ankit-raj00
Classifies agent inputs as benign, prompt injection, jailbreak, or harmful using a fine-tuned Laya model
aitomaton
sirmmo
Analyzes infrastructure errors and dispatches coding agents based on rules, Laya, Jev, or other LLMs
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