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
laya
NandhaKishorM
Runs multilingual typed-decision models and provides routing, serving, and integration options
typesafe-mcp
itsmostafa
Connects AI agents to typed-decision models through an MCP server
quackd
rokbenko
A Python CLI coordinates robots using LLMs, vision-language-action models, and decision models
laya-ultrafast
ipenywis
Runs a browser automation agent using local Laya decisions through MLX
mu
qybaihe
Provides a coding agent with a judgment kernel that can use Laya as its local judge
laya-typed-decisions
convaiinnovations
A Laya model fine-tuned for agent traces, customer service, invoices, and security incidents
FluidUse
FluidInference
Automates form filling on Apple devices with on-device models, including Laya through Core ML
keel
codejunkie99
A macOS coding workspace uses local Laya or hosted Jev to select task routes
jevals
openlayer-ai
Agent evaluation and guardrail tools run with local Laya, Kev, or hosted Jev
system1-agents
ThinkFlowLab
Prebuilt agents use Jev, Laya, or Cua-S1 for browser, computer, robotics, and game tasks
laya-pilot
anthonyli
Generates and replays Excel browser tests using Playwright and local Laya decisions
laya-browser
cklxx
Fine-tunes Laya as a browser-agent decision head for web navigation
arbiter
0xBakeer
Serves Laya and other typed-decision models locally with a Jev-compatible API
laya-jev-GraphRAG
bodepudimuneendra-netizen
Builds graph-based retrieval pipelines with swappable local Laya and cloud Jev decisions
hermes-nerve
keeltrace
Adds typed decision oversight and tool gating to Hermes agents using Jev or self-hosted Laya
ollaya
ollaya-dev
Pulls and serves local decision models, including Laya, through a TypeSafe-compatible API
laya-guard
scs0209
Locally judges AI coding-agent tool calls with regex checks and the Laya model
laya-drift
pythongiant
Monitors opencode sessions for semantic drift using Laya typed-decision probes
llm-honing
HectorHHZ
Trains and evaluates small decision models through game-playing loops and shared decision-server integrations
laya-mind2web-browser-agent
ShaunSpark
Fine-tunes Laya on Mind2Web for browser automation decisions
MacJev-322M-4K-Laya
chaoliangUNSW
Fine-tunes Laya for long-context local Mac agents and compares it with the base model
laya-browser-agent
ChenneyZhuang
Runs Laya locally to provide typed decisions for browser agents
fast-jev-compaction-laya
kaiyes
Compacts OpenCode context using decisions from a locally served Laya model
kevala
bvolpato
A Rust WebAssembly engine runs Laya and other decision models locally in browsers
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