# io.github.onetrueclaude-creator/hebbian-vault

> Use this tool when you need to enhance your Obsidian vault search with a hybrid ranking algorithm that combines Hebbian, PageRank, and BM25 methods to provide adaptive and accurate results. It solves the problem of inefficient search in large knowledge bases by prioritizing relevant and frequently accessed pages. This tool takes your search query as input and outputs a ranked list of relevant pages, making it ideal for users seeking to optimize their note-taking and knowledge management workflows.

Canonical page: https://skillsregistry.net/skills/io-github-onetrueclaude-creator-hebbian-vault  
JSON: https://api.skillsregistry.net/v1/skills/io-github-onetrueclaude-creator-hebbian-vault

## Description

Usage-adaptive Obsidian vault search: Hebbian + PageRank + BM25 hybrid ranking.

## Trust

- **Trust score (0–1):** 0.90
- **Verification tier:** verified
- **Last scanned:** 2026-09-19

## Facts

- **Version:** 0.2.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** search
- **Updated:** 2026-09-19

## Source

- **Source listing:** [MCP Registry](https://registry.modelcontextprotocol.io/v0/servers/io.github.onetrueclaude-creator%2Fhebbian-vault)
- **Repository:** <https://github.com/onetrueclaude-creator/hebbian-vault>

## 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": "io-github-onetrueclaude-creator-hebbian-vault"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/io-github-onetrueclaude-creator-hebbian-vault` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/io-github-onetrueclaude-creator-hebbian-vault/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