hebbian-vault MCP
An MCP server that provides intelligent, use-adaptive search for Obsidian vaults. It combines BM25 keyword relevance, Personalized PageRank for graph centrality, and Hebbian usage-based ranking to surface the most relevant notes. It supports tools for hybrid search, reading notes with metadata, finding connected neighbors, and analyzing vault health and usage statistics.
Package and access
Local package with source-attributed installation metadata. Koskamo does not execute packages during review.
What you can do with it
- Perform hybrid ranked search across an Obsidian vault
- Read notes with frontmatter, links, and Hebbian metadata
- Find connected notes by wikilinks within 1 or 2 hops
- Analyze vault structure for broken links and orphaned files
Source and maintenance
- Maintenance checked
Packages and installation
Source-provided package data. Koskamo has not executed or live-probed this package.
hebbian-vault 0.2.0
{
"version": "0.2.0",
"transport": "stdio",
"identifier": "hebbian-vault",
"runtimeHint": "uvx",
"registryType": "pypi",
"packageArguments": [
{
"name": "--vault",
"type": "named",
"format": "string",
"description": "Absolute path to your Obsidian vault directory. Optional — can also be set at runtime via the configure_vault tool."
}
],
"environmentVariables": [
{
"name": "HEBBIAN_VAULT_LICENSE",
"format": "string",
"description": "Pro license JWT (optional). Unlocks --inline-tracking and other premium features. See the README for details."
}
]
}Tools
Reported by the attributed source; not independently observed by Koskamo.
Connect from your client
Each snippet configures the same source-provided package; replace placeholders before use.
Cursor
{
"mcpServers": {
"hebbian-vault-mcp": {
"command": "uvx",
"args": [
"hebbian-vault==0.2.0"
],
"env": {
"HEBBIAN_VAULT_LICENSE": "<YOUR_HEBBIAN_VAULT_LICENSE>"
}
}
}
}Cline
{
"mcpServers": {
"hebbian-vault-mcp": {
"command": "uvx",
"args": [
"hebbian-vault==0.2.0"
],
"env": {
"HEBBIAN_VAULT_LICENSE": "<YOUR_HEBBIAN_VAULT_LICENSE>"
}
}
}
}VS Code
{
"servers": {
"hebbian-vault-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"hebbian-vault==0.2.0"
],
"env": {
"HEBBIAN_VAULT_LICENSE": "<YOUR_HEBBIAN_VAULT_LICENSE>"
}
}
}
}Claude Desktop
{
"mcpServers": {
"hebbian-vault-mcp": {
"command": "uvx",
"args": [
"hebbian-vault==0.2.0"
],
"env": {
"HEBBIAN_VAULT_LICENSE": "<YOUR_HEBBIAN_VAULT_LICENSE>"
}
}
}
}Let your agent find its tools
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