# mcp-server-vector-search

> Use this tool when you need to perform intelligent semantic search across knowledge graphs, combining the power of graph databases and vector search. It solves problems related to information retrieval, entity disambiguation, and relationship discovery, accepting input queries and returning relevant results with semantic context. Ideal for use cases where complex relationships and nuanced search queries are involved, such as knowledge graph querying and question answering.

Canonical page: https://skillsregistry.net/skills/miosomos-mcp-server-vector-search  
JSON: https://api.skillsregistry.net/v1/skills/miosomos-mcp-server-vector-search

## Description

Combines Neo4j graph database with vector search using OpenAI embeddings for intelligent semantic search across knowledge graphs.

## Trust

- **Trust score (0–1):** 0.70
- **Verification tier:** verified
- **Last scanned:** 2026-08-31

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-08-31

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/h1jgs2hrmr)
- **Repository:** <https://github.com/miosomos/mcp-server-vector-search>

## 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": "miosomos-mcp-server-vector-search"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/miosomos-mcp-server-vector-search` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/miosomos-mcp-server-vector-search/pull`

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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