RAG-FTS-VECTORS-RRF

Name: RAG-FTS-VECTORS-RRF
Author: garpanov

Use:

by garpanov(0) 0 installs

Free

Free account. Installing gives you the manifest plus copy-paste snippets.

See reviews

About

Imported from garpanov/RAG-FTS-VECTORS-RRF (AGENTS.md). Install upstream with npx skills add garpanov/RAG-FTS-VECTORS-RRF. Copyright stays with the author.

Architecture

Use:

Router -> Service -> Repository -> Database

Routers contain no business logic.

Services contain business logic.

Repositories contain database access.

Database

PostgreSQL + pgvector
SQLAlchemy 2 async or psycopg
Alembic migrations
never use create_all in production

Code

Python 3.14
type hints required
async where appropriate
no unnecessary abstractions

Changes

Before implementing:

inspect existing code
propose a plan
modify the minimum number of files

Never refactor unrelated code.

Verification

After changes run:

ruff check . mypy . pytest

Explain:

what changed
why
possible risks

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

# after Install: the listing is in your workspace's routing pool - a plan picks it for its slot
curl -s -X POST https://api.opensmartroute.ai/api/v1/route -H 'Authorization: Bearer $OSR_API_KEY' -H 'Content-Type: application/json' -d '{"text": "...", "plan": true}'

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

garpanov-rag-fts-vectors-rrf-rag-fts-vectors-rrf.ocm.jsonjson

{
  "ocm": "1",
  "id": "garpanov-rag-fts-vectors-rrf-rag-fts-vectors-rrf",
  "kind": "skill",
  "name": "RAG-FTS-VECTORS-RRF",
  "description": "Use:",
  "publisher": "garpanov",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "coding"
    ],
    "tags": [
      "skill-md",
      "github-agents"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Use:"
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "github-agents",
      "repository": "https://github.com/garpanov/RAG-FTS-VECTORS-RRF",
      "path": "AGENTS.md",
      "ref": "9d86b6a2916162536b25304342914ea2e3bff58e",
      "url": "https://github.com/garpanov/RAG-FTS-VECTORS-RRF/blob/9d86b6a2916162536b25304342914ea2e3bff58e/AGENTS.md",
      "key": "garpanov/RAG-FTS-VECTORS-RRF/AGENTS.md"
    }
  },
  "instructions": "# Architecture\n\nUse:\n\nRouter -> Service -> Repository -> Database\n\nRouters contain no business logic.\n\nServices contain business logic.\n\nRepositories contain database access.\n\n# Database\n\n- PostgreSQL + pgvector\n- SQLAlchemy 2 async or psycopg\n- Alembic migrations\n- never use create_all in production\n\n# Code\n\n- Python 3.14\n- type hints required\n- async where appropriate\n- no unnecessary abstractions\n\n# Changes\n\nBefore implementing:\n1. inspect existing code\n2. propose a plan\n3. modify the minimum number of files\n\nNever refactor unrelated code.\n\n# Verification\n\nAfter changes run:\n\nruff check .\nm",
  "cost": {
    "context_tokens": 165
  }
}

Fetch it by URL: GET /api/v1/registry/garpanov-rag-fts-vectors-rrf-rag-fts-vectors-rrf/manifest?version=1.0.0