laravel-vector-search SKILL.md skillA
laravel-vector-search from fusengine/agents is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add fusengine/agents/laravel-vector-search@git:20260927.43a351cPins git:20260927.43a351c in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- fusengine/agents
- Path
plugins/laravel-expert/skills/laravel-vector-search/SKILL.md- Versions recorded
- 4
- Latest version
- git:20260927.43a351c, committed Sep 27, 2026
- First version recorded
- May 12, 2026
- Size
- 5,315 bytes
- Repository stars
- 36
- License
- MIT
Use when implementing semantic/vector search in Laravel 13 with PostgreSQL + pgvector.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
<objective> Covers Laravel 13 vector/semantic search on PostgreSQL with the pgvector extension: enabling the extension via Schema::ensureVectorExtensionExists(), the vector column type and HNSW/IVFFlat indexing, the embedding generation and persistence workflow, and the query builder's vector methods (whereVectorSimilarTo, selectVectorDistance, whereVectorDistanceLessThan, orderByVectorDistance). PostgreSQL (pgvector) or MariaDB 11.7+ (13.27+) — no MySQL/SQLite fallback. For full-text/keyword search, see laravel-scout instead (the two can be combined for hybrid search). </objective> # Laravel 13 Vector Search (pgvector) ## Agent Workflow (MANDATORY) Before ANY implementation, spawn 3 agents in parallel, one `Agent` call each with a `name`: 1. **fuse-ai-pilot:explore-codebase** - Check current DB driver (must be PostgreSQL) and existing embedding columns 2. **fuse-ai-pilot:research-expert** - Verify pgvector extension version and HNSW vs IVFFlat tradeoffs 3. **mcp__context7__query-docs** - Pull `laravel.com/docs/13.x/search` + `queries` examples After implementation, run **fuse-ai-pilot:sniper** for validation. --- ## Overview | Feature | Description | …
Read the whole file at its exact version.
How to install
mdr add fusengine/agents/laravel-vector-search@sha256:559219f2c99c993dThe line at the top of this page pins the label git:20260927.43a351c, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_57dwqwjhvphskmqa)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between May 12, 2026 and Sep 27, 2026, about one every 46 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260927.43a351c latest | 2026-09-27 | 43a351c | 5,315 B | A | view · diff |
| git:20260904.5f1d30f | 2026-09-04 | 5f1d30f | 5,245 B | A | view · diff |
| git:20260729.3b91eed | 2026-07-29 | 3b91eed | 5,216 B | A | view · diff |
| git:20260512.dc627c5 | 2026-05-12 | dc627c5 | 4,788 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (5315 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
fusengine/agents · 36 stars · license MIT · pushed 2026-10-30 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_57dwqwjhvphskmqa GET https://markdownregistry.com/api/v1/resolve?ref=fusengine/agents/laravel-vector-search GET https://markdownregistry.com/api/v1/blob/559219f2c99c993d8b777c466032e30222ffc1d958003d6878b7292dd5fd1962
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from fusengine/agents
Every file in fusengine/agents