# genpark-hierarchical-hnsw-vector-index-ann-searcher-skill

> genpark-hierarchical-hnsw-vector-index-ann-searcher-skill — alphaparkinc-genpark-hierarchical-hnsw-vector-index-ann-searcher-skill. Use this tool when you need to efficiently search for similar vectors in high-dimensional spaces, solving problems like image or text similarity matching, recommendation systems, and data clustering. It takes in vector data as input and outputs the nearest neighbors, allowing for fast and accurate approximate nearest neighbor searches. Ideal for use cases where scalability and performance are crucial, such as large-scale machine learning and data analysis applications.

Canonical page: https://skillsregistry.net/skills/alphaparkinc-genpark-hierarchical-hnsw-vector-index-ann-searcher-skill  
JSON: https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-hierarchical-hnsw-vector-index-ann-searcher-skill

## Description

Hierarchical HNSW vector index approximate nearest neighbor searcher (Qdrant)

## Trust

- **Trust score (0–1):** 1.00
- **Verification tier:** verified
- **Last scanned:** 2026-09-28

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Updated:** 2026-09-28

## Source

- **Source listing:** [GitHub](https://github.com/alphaparkinc/genpark-hierarchical-hnsw-vector-index-ann-searcher-skill)

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "alphaparkinc-genpark-hierarchical-hnsw-vector-index-ann-searcher-skill"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-hierarchical-hnsw-vector-index-ann-searcher-skill` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/alphaparkinc-genpark-hierarchical-hnsw-vector-index-ann-searcher-skill/pull`

---
SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt