# NoteHarbor MCP

> NoteHarbor MCP — kris-atelier-noteharbor-python. Use this tool when you need to efficiently store and retrieve note chunks based on semantic meaning, leveraging vector embeddings for advanced search functionality. It solves problems related to information retrieval, note organization, and knowledge management by providing a scalable and robust backend solution. The tool accepts note chunks as input and returns relevant search results, ideal for use cases involving large datasets and complex querying requirements.

Canonical page: https://skillsregistry.net/skills/kris-atelier-noteharbor-python  
JSON: https://api.skillsregistry.net/v1/skills/kris-atelier-noteharbor-python

## Description

Provides MCP tools to upsert and search vector-embedded note chunks, enabling semantic retrieval from a PostgreSQL/pgvector backend.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-09-04

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** database
- **Updated:** 2026-09-04

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/f11fq498xs)
- **Repository:** <https://github.com/kris-atelier/noteharbor-python>

## 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": "kris-atelier-noteharbor-python"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/kris-atelier-noteharbor-python` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/kris-atelier-noteharbor-python/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