How do I install the Lifecyclemodel Hybrid Search skill?

Run npx skillmds@latest add tiangong-lca/lifecyclemodel-hybrid-search in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

Is Lifecyclemodel Hybrid Search safe to use?

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Which AI agents work with Lifecyclemodel Hybrid Search?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Lifecyclemodel Hybrid Search free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Lifecyclemodel Hybrid Search?

tiangong-lca (@tiangong-lca) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Lifecyclemodel Hybrid Search by tiangong-lca

Name: Lifecyclemodel Hybrid Search
Author: tiangong-lca

Lifecyclemodel Hybrid Search

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.

tiangong-lca Updated Sep 21, 2026

File contents

Lifecycle Model Hybrid Search

Run Workflow

The wrapper uses the repository-pinned published CLI. Use TIANGONG_LCA_CLI_DIR or --cli-dir only for an exact local dev/CI override.
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.
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.
Execute node scripts/run-lifecyclemodel-hybrid-search.mjs with standard tiangong-lca search lifecyclemodel flags.
The wrapper delegates to tiangong-lca search lifecyclemodel; the CLI resolves and refreshes its private OAuth session.
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@0.1.18 tiangong-lca auth status --json

# Only the human user completes browser login when login-required is reported
pnpm dlx --package=@tiangong-lca/cli@0.1.18 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.

---name: lifecyclemodel-hybrid-searchdescription: 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 Workflow1. 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```bashpnpm dlx --package=@tiangong-lca/cli@0.1.18 tiangong-lca auth status --json# Only the human user completes browser login when login-required is reportedpnpm dlx --package=@tiangong-lca/cli@0.1.18 tiangong-lca auth loginnode scripts/run-lifecyclemodel-hybrid-search.mjs --dry-runnode scripts/run-lifecyclemodel-hybrid-search.mjs --input ./assets/example-request.json# Explicit local CLI override for development onlynode 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.

Frequently asked questions