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
near_agi
yassinebkr
Evaluates and post-trains Laya as a local transition predictor for agent planning
Coding_Decision_Agent
SampleBias
A training harness fine-tunes Laya to grade code changes, tool calls, agent traces and routing decisions
routewise-support-agent
sami-rk
Routes customer-support messages with local Laya decisions and handles replies, tools, and knowledge retrieval
laya-browser-guard
pateti-hub
A privacy-first browser extension analyzes website security using optional local Laya ONNX decisions
laya-decision-benchmark
Zerolxgic
Evaluates the Laya decision model under decomposition, distribution shift, and live agent-system inputs
laya-linear-assigner
DamengRandom
Assigns unassigned Linear tickets to engineers using the local Laya decision model
codepilot
GorbunovS
Indexes code and provides MCP search tools with Laya-powered reranking
RLP
senghan1992
Uses Laya to triage coding requests and route work to parallel agents
laya-mcp
kennedyshead
Serves local Laya routing decisions to coding agents through an MCP server
FinLaya
reck98
Uses a local Laya model to generate simulated NIFTY options trading decisions from live market data
laya-cua
anchorbrowser
Drives browser tasks by using Laya for typed action decisions and a writer for free text
Laya_try
kameusagiyahoo
Tests Laya in browsers and on iPhone, including ONNX inference and a runnable Google ADK workflow
laya-mcp
RobcPeng
Provides an MCP server, agent tool-call guards, and fine-tuning pipelines for the Laya decision model
test-laya
tom-scott-dev
Runs a 2D town game where NPC behavior is driven by local Laya decisions
laya-warden
Gjusev
Combines Laya decisions and deterministic rules to supervise agent tool calls
laya_kev_Agent
MinhTriTM
Coordinates coding agents using Laya and Kev decision engines
laya-voice-browser
mo-tunn
Controls Chromium by voice using a local Laya model and Playwright
laya-plays-porklike
AlexandroBG
Uses Laya decisions to guide an observed-only agent through the Porklike roguelike
hermes-laya-router
rengaryang
Routes Hermes Agent model tiers and provides per-turn model selection using Laya
notchvoice
Starlord-999
A hands-free Mac voice assistant that uses Laya-MLX for on-device decisions
podcast-editor
vamshicreates
A multi-camera podcast editing skill that uses Laya to select camera angles
recon3d-cross-cell-deg
hpend2373
Packages a Recon3D analysis skill with Jev and Laya API clients for optional review ordering
jev-touhou
NatBrian
Uses local Laya and Mica decision models to control the Taisei game in real time
LayaGameSuggest
SukandVM
Uses Laya to classify game specifications and Ollama to explain recommendations
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