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
cut-laya-onnx
harshpreet931
An 8-bit ONNX conversion runs Laya text classification in browser-based editors
laya-browser-mind2web
Quantum08
A Laya checkpoint fine-tuned to select browser actions from page content and a user goal
laya
nishanth-kj
Provides a multilingual typed-decision model and Python package with optional serving and integration extras
laya-plays-google-snake
BoogieKn
Provides an imitation-trained Laya checkpoint that scores moves in the Google Snake game
laya-browser-agent
knpatil
Fine-tunes a ModernBERT-based Laya model for autonomous browser control
laya-android
ByunByun
Fine-tunes Laya for selecting and grounding Android GUI actions from accessibility trees
laya-browser
wuyuanpei
Fine-tunes Laya as a browser-agent decision head compatible with jev-ultrafast
sunday-laya-router
rithulkamesh
Fine-tunes Laya for Sunday agent intent routing and distributes the model as an ONNX export
laya-web-agent
abedinia
Selects browser-agent actions and page targets with a fine-tuned Laya decision model
hermes-skill-router
cdepuy
Routes tasks to relevant Hermes skills using a local Laya model or SemIf
laya-mcp
andragon3110
Provides MCP tools for coding-agent judgments using local decision models, including Laya
omp-laya
KiidxAtlas
Adds local Laya decision policies and verification controls to Oh My Pi
pastewhat
mizorewww
A native macOS clipboard companion recommends entries using a local Laya model or optional Jev backend
jev-codex-workbench
qualixar
Adds Jev decisions and optional local Laya-MLX routing to a Codex plugin and MCP server
pi-laya-router
AdelysAlberto
Routes Pi coding-agent prompts using local Laya classification on Apple Silicon
laya-mcp
PerryLink
An MCP server for Laya typed decisions with preflight checks and persisted calibration
laya-omni-agent
yashrastogi069-dev
An autonomous agent combines local Laya or Jev routing with cloud reasoning and browser, OS, and data tools
laya-mcp-mimo-desktop
miniongk
Bridges Laya typed decisions into MiMo Desktop through a local stdio MCP server
macos-use
ArdaOzd
Controls native macOS apps and Chrome using spoken or typed commands with local Laya or hosted Jev decisions
NLaze
Punch-Pain
A smart terminal uses Laya to correct typos, infer command intent, and learn user patterns
hd5-antigravity-jev
alpaslan-exe
A workshop teaching developers to build projects with Antigravity and locally run Laya decisions
building-with-laya-skill
MIt9
An agent skill teaches developers to build typed-decision programs with Laya and laya-cli
laya-computer-use
koushikvarma37-jpg
Runs a local Windows voice assistant that uses Laya to choose intents and actions
laya-adk-toolkit
Ashfaqbs
Google ADK tools expose Laya's typed-decision engine for classification, scoring, and detection
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