# hebbian-vault

> hebbian-vault — ermintoygar-hebbian-vault. Use this tool when you need to enhance your Obsidian vault search with intelligent ranking and discovery capabilities. The Hebbian Vault tool solves problems of information overload and note discovery by leveraging BM25, PageRank, and Hebbian usage signals to rank files and provide hybrid search results. It accepts user queries as input and outputs ranked search results, neighboring notes, and vault analytics, ideal for use cases requiring advanced knowledge retrieval and management.

Canonical page: https://skillsregistry.net/skills/ermintoygar-hebbian-vault  
JSON: https://api.skillsregistry.net/v1/skills/ermintoygar-hebbian-vault

## Description

MCP server for intelligent, use-adaptive Obsidian vault search, ranking files via BM25, PageRank, and Hebbian usage signals. Enables hybrid ranked search, neighboring-note discovery, and vault analytics.

## Trust

- **Trust score (0–1):** 0.69
- **Verification tier:** scanned
- **Last scanned:** 2026-09-03

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** mcp-remote
- **Runtime environment:** api
- **Category:** data-analytics
- **Updated:** 2026-09-03

## Source

- **Source listing:** [Glama](https://glama.ai/mcp/servers/g4ytiedlyy)
- **Repository:** <https://github.com/ermintoygar/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": "ermintoygar-hebbian-vault"
    }
  }
}
```

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