lifecyclemodel-hybrid-search

name	lifecyclemodel-hybrid-search
description	Execute and troubleshoot Supabase edge function `lifecyclemodel_hybrid_search`, which rewrites lifecycle model descriptions and calls `hybrid_search_lifecyclemodels` with optional filters. Use when validating lifecycle-model query/filter behavior, tuning retrieval prompts, or debugging auth, embedding, and RPC failures.

Lifecycle Model Hybrid Search

Run Workflow

1. The wrapper uses the repository-pinned published CLI. Use TIANGONG_LCA_CLI_DIR or --cli-dir only for an exact local dev/CI override.
2. Official Production needs no environment setup: the CLI owns its public profile. Only Dev/self-hosted/custom clients need the complete matching configuration in references/env.md.
3. Run tiangong-lca auth status --json. If it returns login-required, stop and ask the human user to run tiangong-lca auth login in a trusted terminal.
4. Execute node scripts/run-lifecyclemodel-hybrid-search.mjs with standard tiangong-lca search lifecyclemodel flags.
5. The wrapper delegates to tiangong-lca search lifecyclemodel; the CLI resolves and refreshes its private OAuth session.
6. Confirm response shape, then debug with focused references.

Never ask an AI user for a username, password, authorization code, access token, refresh token, or the deprecated encoded API key. Headless runs require an explicit destination/publishable key and may use only an orchestrator-injected short-lived TIANGONG_LCA_ACCESS_TOKEN; do not pass it through argv, prompts, logs, or artifacts.

Commands

pnpm dlx --package=@tiangong-lca/cli@0.1.8 tiangong-lca auth status --json

# Only the human user completes browser login when login-required is reported
pnpm dlx --package=@tiangong-lca/cli@0.1.8 tiangong-lca auth login

node scripts/run-lifecyclemodel-hybrid-search.mjs --dry-run
node scripts/run-lifecyclemodel-hybrid-search.mjs --input ./assets/example-request.json

# Explicit local CLI override for development only
node scripts/run-lifecyclemodel-hybrid-search.mjs --cli-dir /path/to/tiangong-lca-cli --dry-run

Fast Triage

• An independently installed skill includes its launcher and example input; no Skills/CLI/Data Foundry checkout is required. The launcher is a byte-checked bundle of the repository authority, not a separate auth implementation.
• Fresh auth status / doctor-auth returns login-required (exit 1), not a missing Production client. A custom --base-url requires matching complete custom configuration.
• 400: missing or invalid query.
• 500: embedding provider or hybrid_search_lifecyclemodels RPC failure.
• Empty data: query/filter mismatch; inspect generated retrieval query and filter structure.

Load References On Demand

• references/env.md: auth, region, and endpoint overrides.
• references/request-response.md: payload contract and RPC expectations.
• references/prompts.md: query-rewrite prompt constraints.
• references/testing.md: smoke test checklist.