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
opencode-memory
pedroteste00000008-stack
Adds long-term memory to OpenCode using Laya decisions, embeddings, reranking, and a local vector store
omp-marketplace
F0Rextasy
Lists a local System-1 judge plugin for the oh-my-pi marketplace
agent-kits
leonezhu
Provides Python integration kits for Laya decision workflows and WorkClaw agent utilities
Jev-agent
To3akaRin
Suggests clipboard entries based on the focused field using local Laya inference or the Jev API
morph-desktop
Locaryn
Controls Windows applications and desktop input with rapid decisions from Laya
semantic-browser
koriym
Navigates hypermedia applications by selecting server-declared links using Laya-MLX
LayaBOT
tomikan1208-code
Uses Laya decisions to control a Minecraft combat bot through Mineflayer
LayaMCP
GeneGulanesJr
Exposes Laya decision tools to MCP clients through an HTTP server
layaagent
rotsl
Routes tasks through Laya classification and deterministic mediation to local or API-based coding agents
laya-mcp
WayneCommand
Wraps the Laya decision model in an MCP server and REST API for agent integrations
laya-mcp
YerikZ
Exposes Laya decision presets as MCP tools for coding agents
pi-laya
K0stIa
Adds typed-decision tools and session controls to Pi using a Laya-compatible service
laya-agent
ahmadfreijeh
A support-action agent combines a Python Laya prediction service with a Node.js customer-facing server
laya-ai
vincent1986
Adds local Laya predictions to agent workflows for intent classification and tool routing
laya-server
r2d-ai
Serves Laya's multilingual checkpoint through CUDA-backed REST and MCP interfaces
laya-memory
ganeshdipdumbare
A local Laya classifier selects relevant durable memories for coding agents across sessions
laya-adblock
Samuel-Ku
Uses a local MLX Laya model to identify and remove likely ads from web pages
laya-agents
lesterppo
Integrates local Laya typed-decision tools into Hermes Agent and Muse for classification and routing
Laya_TESTSUITE
sirwari
Provides Laya tests, demos, routing examples, and MLX setup guidance
laya-skills
wearshoes
Provides agent skills for the Wearglass-hosted Laya typed-decision API
laya-doom-agent
Jaiswal-Siddhant
Uses Laya-MLX to choose actions for an autonomous DOOM agent
laya-robot-arm
ramb5144
Uses structured Laya decisions to control a simulated pick-and-place robot arm
laya-agent-kit
Maxwell00000086
Local Laya decision tools integrate with coding agents and ChatGPT through MCP
laya-mlx-advisor
esse
Uses a resident Laya-MLX model to adapt reasoning effort in Codex CLI and Claude Code
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