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Hebbian Vault

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

Connector by onetrueclaude-creator · GitHub account verified by the MCP Registry

IndexedMITLocal (stdio)
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Install

Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/onetrueclaude-creator-hebbian-vault

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

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

Reviews

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Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
4 read · 2 write · 1 delete
Secrets
1 (API keys, tokens or passwords)
Install scripts
Not scanned yet
Runs as
Python package

Tools by what they do 7

Read from the source code; the running server may list different tools.

Read 4 · Look things up without changing anything.

  • vault_health
  • vault_hot
  • vault_neighbors
  • vault_stats

Write 2 · Create, change, send or run things.

  • vault_read
  • vault_search

Delete 1 · Delete, drop, revoke or wipe things.

  • configure_vault

Secrets and settings it asks for

Secrets: values you paste in that let it act as you.

  • HEBBIAN_VAULT_LICENSE

Files it touches

  • Any path the agent passes to its tools

Tools (7)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • configure_vault

    Configure the vault path for this server. Call this first if the server started without a --vault argument. The vault_path must be an absolute path to an Obsidian vault directory containing .md files.

  • vault_healthread-only

    Structural integrity check: broken links, orphaned leaves, missing frontmatter. Returns a list of issues found.

  • vault_hotread-only

    Top-N most-used files by Hebbian score (usage frequency weighted by recency). Shows what the vault considers most important based on actual usage patterns.

  • vault_neighborsread-only

    Find notes connected to a given note by wikilinks. Shows both outgoing and incoming links, with PageRank scores for prioritization.

  • vault_read

    Read a single vault note by relative path. Returns full content with parsed frontmatter, outgoing links, and incoming links. Strengthens the file's Hebbian score.

  • vault_search

    Search the vault with hybrid ranking. Results are ranked by keyword relevance, graph centrality, and usage frequency merged via Reciprocal Rank Fusion. Each returned result strengthens that file's future ranking (Hebbian learning).

  • vault_statsread-only

    Vault-level analytics: file count, link count, orphans, broken links, average connectivity, and top hub pages by PageRank.

Signals

Stars
0
Forks
0
Open issues
0
Weekly downloads
19
Last commit
Apr 18, 2026 (6 months ago)
Last release
Apr 18, 2026 (6 months ago)
Last package publish
Apr 18, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026) and the package registry.

Details

Registry name
io.github.onetrueclaude-creator/hebbian-vault
Version
0.2.0
Auth
API key
Packages
pypi hebbian-vault
License
MIT
Repository
github.com/onetrueclaude-creator/hebbian-vault
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
Official MCP Registrygithub-graphql

More from onetrueclaude-creator

Cite this page

Hebbian Vault MCP server. Agent Mart. https://agentmart.dev/connectors/onetrueclaude-creator-hebbian-vault (last updated 2026-10-24)