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laravel-vector-search

laravel-vector-search is a command for Claude Code from jpcaparas/superpowers-laravel. It costs 24 tokens per session (41 once invoked), scanned A, original, MIT.

A procedure for adding semantic search to a Laravel 13-or-newer application using pgvector, a PostgreSQL extension for storing and comparing vector data.

In plain words
What is it for?
Use it to add vector-based search to Laravel applications backed by PostgreSQL.
Why use it?
It helps find results by meaning instead of relying only on exact words.

Command for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the superpowers-laravel plugin — 12 skills, 44 commands, 1 agent, 1 hook shipped together

not rated 157repo 4mo ago A scan 24 tokens original MIT

Good fit Use it to add vector-based search to Laravel applications backed by PostgreSQL.

Compare 6 commands from other repositories ↓
Install with agentmods
npx agentmods add commands/jpcaparas/superpowers-laravel/laravel-vector-search
View source ↗ jpcaparas/superpowers-laravel
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/jpcaparas/superpowers-laravel

Made for: Claude Code.

Or install superpowers-laravel, the plugin that ships this one along with the rest of its 12 skills, 44 commands, 1 agent, 1 hook.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for laravel-vector-search

README.md
[![agentmods](https://agentmods.dev/badge/commands/jpcaparas/superpowers-laravel/laravel-vector-search/github.svg)](https://agentmods.dev/commands/jpcaparas/superpowers-laravel/laravel-vector-search)
Your own site
<a href="https://agentmods.dev/commands/jpcaparas/superpowers-laravel/laravel-vector-search"><img src="https://agentmods.dev/badge/commands/jpcaparas/superpowers-laravel/laravel-vector-search/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for laravel-vector-search

Your own site · 80×15
<a href="https://agentmods.dev/commands/jpcaparas/superpowers-laravel/laravel-vector-search"><img src="https://agentmods.dev/badge/commands/jpcaparas/superpowers-laravel/laravel-vector-search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 24 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 41 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00024 $0.00041
Opus 5.5 $0.00010 $0.00016
Sonnet 5.5 $0.00005 $0.00008
Haiku 4.5 $0.00002 $0.00004

Measured 2mo ago against content hash 82092e3e658c, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

laravel-vector-search scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

commands/laravel-vector-search.md · 6 lines

What it actually says

Use the laravel:vector-search skill exactly as written

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 6 lines · 24 tokens per session scan A 82092e3e658c

Subscribe to this mod's changes

laravel-vector-search is a command published in the GitHub repository jpcaparas/superpowers-laravel (157 stars, last pushed 4mo ago), licensed MIT. It adds 24 tokens to every session and 41 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Data and AIDatabasesPostgreSQLRAG and vectors
Related

laravel-vector-search compared with commands from other repositories

laravel-vector-search next to 6 commands from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
laravel-vector-searchjpcaparas/superpowers-laravelCommand1574mo agoMITA24Claude Code
tune-vector-indexkumaran-is/claude-code-onboardingCommand364mo agoMITA52Claude Code
mindforge:embeddingssairam0424/MindForgeCommand0yesterdayMITA49Claude Code
design-vector-schemakumaran-is/claude-code-onboardingCommand364mo agoMITA41Claude Code
pgvector-searchArieGoldkin/claude-forgeCommand73mo agoMITA71Claude Code
ingestGalbaz1/video-research-mcpCommand236d agoMITA10Claude Code
vector-searchfrankxai/claude-code-oracle-skillsCommand213d agoApache-2.0A9Claude Code