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
pi-laya
avatsaev
Adds a typed-question Laya tool and configuration command to the pi agent
laya-tetris
Hiohk
A browser-based Tetris game uses Laya to choose and explain piece placements
mcp-laya
tijo95
Provides local Laya decision tools through an MCP server for routing, checks, and custom typed questions
laya_model
ranjithjunnu
Demonstrates a local PyTorch Laya decision service for classification and workflow planning
tetris_laya_llm
TinlerLin
Runs a Tetris game with optional local Laya decision review alongside LLM and heuristic strategies
elnachto_laya-triage
actions-marketplace-validations
Runs a fine-tuned Laya model in GitHub Actions to classify and triage issues
opencode-laya-plugin
PedroZia
Adds a local Laya decision tool to OpenCode for classifications, routing, scoring, and yes/no decisions
laya-claude-code-integration
danhnguyen-xiontechs
Installs and serves Laya locally on Windows, with an optional Claude Code MCP integration
jev-desktop-agent
Archmetrus
Automates KDE desktop tasks through Jev and optional locally run Laya models
local-systemone
axiomantic
Provides a self-hosted System 1 decision daemon and MCP server with a native Laya backend
local-settings-slm
AkhileshManda
Uses Laya to generate Android settings decisions for distilling into an on-device Qwen model
omnifast-browser
abdulaaly
Runs a browser agent with pluggable Jev and Laya decision engines
LocalFirstGmailIntelligence
karan19
Sets up local Gmail intelligence models on Apple Silicon, including Laya-MLX
sys1-eval
David-DL-Space
Compares Laya and Jev on typed decisions for LLM agent harnesses
systemone-poc
joskr2
Connects Jev and Laya decision models to coding agents for preflight task routing
dsh-auto-review-jev
xlennart
Adds Jev and self-hosted Laya decision API backends to a DeepSeek Harness approval plugin
laya-android
surapat-codediva
An agent skill that controls Android devices with adb and uses local Laya for decisions
clara
TheWiderLensInitiative
A private desktop AI assistant pairs a Hermes agent with a Laya router and Android app
laya-robot-agent
diren55
Uses Laya semantic decisions with vision and lightweight planning to control simulated robot tasks
laya
csr9497
A browser interface for designing and evaluating semantic decisions with the Laya library
layaForMemory
vishalmysore
A browser-based agent memory layer that uses Laya to assess whether stored facts remain valid
jobs-laya
adilsonmenechini
Collects job listings and classifies their fit to a professional profile using Laya
appLaya
vitormarcio-nuvme
A Python road game uses Laya through a System One API to control the driver
laya-serve
enlotec
Serves Laya typed decisions through REST and MCP endpoints
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