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Choose the smallest interface you need. No registration or background service is required for CLI use.

One request: JSON

riidolaya repo-preview --catalog examples/repositories/catalog.json --json 'refund invoices'

Parse JSON rather than human text. Check preview/status/reason, not just exit code. Keep stderr separate from stdout. Catalogs and real requests can contain private data: keep your own logs private.

Several requests: persistent JSONL

Search/model recommendations:

riidolaya serve --root /path/to/repository

{"id":1,"op":"search","query":"redirect authorization","lexical":true}
{"id":2,"op":"route","query":"Fix a typo"}

Repository preview uses its own process/catalog:

riidolaya repo-serve --catalog examples/repositories/catalog.json --laya

{"id":1,"query":"Fix login sessions"}
{"id":2,"query":"refund invoices"}

Send one JSON object per line; receive one response per line with the request ID. Repository responses wrap the preview in result, or report error. Drop --laya for model-free operation. The repo process retains its index and loads the model lazily when eligible. Separate processes can each consume model RAM; they do not share weights in this implementation. End stdin or stop your child process when done.

serve does not accept plan or repo-preview operations; do not mix protocols. Search rebuilds code candidates for each request even when its model is warm.

Optional MCP

riidolaya mcp --root /path/to/repository

Tools are search_code and route_model. Repository preview and planner are not currently MCP tools. Optional Codex registration:

codex mcp add riidolaya -- /absolute/path/to/riidolaya mcp --root /absolute/path/to/repository

This does not switch the current Codex model or relax its permission settings. Tool recommendations are not permission to execute work.

Import the public Go packages

The repository has one Go module. In an existing Go module:

go get github.com/teamswyg/laya-tools@v0.3.0

A model-free repository preview:

package main

import (
    "fmt"
    "log"
    "github.com/teamswyg/laya-tools/pkg/reporouter"
)

func main() {
    idx, err := reporouter.New([]reporouter.Repository{
        {Name: "example/billing", Summary: "Invoices and refunds"},
    })
    if err != nil { log.Fatal(err) }
    result, err := idx.Preview("refund invoices", reporouter.DefaultConfig(), nil)
    if err != nil { log.Fatal(err) }
    fmt.Println(result.Status, result.Suggested)
}

Expected: candidate example/billing. This is not a work assignment.

Package	Your application supplies
pkg/reporouter	Access-filtered catalog; optional judge adapter
pkg/catalog	Capability/quality/prices and budget usage snapshot
pkg/switchpolicy	Current/target profiles, confidence, context, switch history
pkg/planner	Catalog, policy and request; inspect recommend/hold/blocked

These packages use no CGO/Python/model files. Native inference remains internal. Your application owns authorization, state persistence, atomic budget reservations, execution, and outcome evaluation. Riido-daemon is not already connected.

Policy reference · Repository reference