Puter MCP
Puter MCP enables AI tools to interact with Puter: manage files, websites, workers, and more
Runs in the cloud✓ puter.com
Hebbian Vault
Overview
Description from the maker (original English)
Usage-adaptive Obsidian vault search: Hebbian + PageRank + BM25 hybrid ranking.
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: Runs on your computer
- Transport: stdio
- Category: Docs, sheets & office work
- You need to fill in: HEBBIAN_VAULT_LICENSE
Install
Pick the AI app you use, then copy the settings.
Passed 1/2 checks · Runs on your computer
First: which AI do you use?
Pick your app and the steps appear below.
Works with Claude, with some setup first
You need a Hebbian Vault key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
Install Python (uv)
One time only; it works for every server that needs Python (uv)
Sign up and create a Hebbian Vault key
Open the maker’s site, sign up and create an API key for the next step. It may cost money.
How to get a key is in the maker’s README below
Open the Claude desktop app’s settings file
SettingsDeveloperEdit Config
Paste these settings and save the file
{ "mcpServers": { "hebbian-vault": { "command": "uvx", "args": [ "hebbian-vault" ], "env": { "HEBBIAN_VAULT_LICENSE": "your-value" } } } }Paste the key only into the app’s field, never into a chat or to anyone
Quit Claude and open it again
Try it
Use Hebbian Vault and tell me what you can do for me, then show me one thing✓ If Claude says it is using Hebbian Vault or shows a Hebbian Vault tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
ChatGPT cannot connect Hebbian Vault yet
Hebbian Vault runs on your computer, but ChatGPT can only connect servers that run on the web
What you can do instead
A · Use an app that can connect Hebbian Vault
- You need a Hebbian Vault key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
- You need a Hebbian Vault key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time)
- You need a Hebbian Vault key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time)
- You need a Hebbian Vault key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time)
Works with Claude Code, with some setup first
You need a Hebbian Vault key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time)
Install Python (uv)
One time only; it works for every server that needs Python (uv)
Sign up and create a Hebbian Vault key
Open the maker’s site, sign up and create an API key for the next step. It may cost money.
How to get a key is in the maker’s README below
Open Terminal
Mac: press Command+Space and type Terminal · Windows: open PowerShell
Paste this command and press Enter
claude mcp add hebbian-vault --env HEBBIAN_VAULT_LICENSE=your-value -- uvx hebbian-vaultReplace “your-value” with your key before pressing Enter
Paste the key only into the app’s field, never into a chat or to anyone
Type /mcp in Claude Code
You should see Hebbian Vault listed as connected
Try it
Use Hebbian Vault and tell me what you can do for me, then show me one thing✓ If Claude Code says it is using Hebbian Vault or shows a Hebbian Vault tool in the answer, you are connected
Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with Cursor, with some setup first
You need a Hebbian Vault key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time)
Install Python (uv)
One time only; it works for every server that needs Python (uv)
Sign up and create a Hebbian Vault key
Open the maker’s site, sign up and create an API key for the next step. It may cost money.
How to get a key is in the maker’s README below
Fill in your key
In the Hebbian Vault settings, HEBBIAN_VAULT_LICENSE is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Open the AI chat in Cursor in Agent mode
Try it
Use Hebbian Vault and tell me what you can do for me, then show me one thing✓ If Cursor says it is using Hebbian Vault or shows a Hebbian Vault tool in the answer, you are connected
Menu names checked against Cursor’s help page on Nov 11, 2026 · your screen may differ slightly by app version
Works with VS Code, with some setup first
You need a Hebbian Vault key (sign up on the maker’s site, may cost money) · Install Python (uv) on your computer first (one time)
Install Python (uv)
One time only; it works for every server that needs Python (uv)
Sign up and create a Hebbian Vault key
Open the maker’s site, sign up and create an API key for the next step. It may cost money.
How to get a key is in the maker’s README below
Fill in your key
In the Hebbian Vault settings, HEBBIAN_VAULT_LICENSE is empty; add your key and save
Paste the key only into the app’s field, never into a chat or to anyone
Open the AI chat in VS Code in Agent mode
Try it
Use Hebbian Vault and tell me what you can do for me, then show me one thing✓ If VS Code says it is using Hebbian Vault or shows a Hebbian Vault tool in the answer, you are connected
Menu names checked against VS Code’s help page on Nov 11, 2026 · your screen may differ slightly by app version
For developers: Terminal commands and JSON settings
Installed on your computer
Claude Code
claude mcp add hebbian-vault --env HEBBIAN_VAULT_LICENSE=your-value -- uvx hebbian-vaultClaude Desktop (claude_desktop_config.json)
{
"mcpServers": {
"hebbian-vault": {
"command": "uvx",
"args": [
"hebbian-vault"
],
"env": {
"HEBBIAN_VAULT_LICENSE": "your-value"
}
}
}
}Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"hebbian-vault": {
"command": "uvx",
"args": [
"hebbian-vault"
],
"env": {
"HEBBIAN_VAULT_LICENSE": "your-value"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"hebbian-vault": {
"type": "stdio",
"command": "uvx",
"args": [
"hebbian-vault"
],
"env": {
"HEBBIAN_VAULT_LICENSE": "your-value"
}
}
}
}Values you fill in
HEBBIAN_VAULT_LICENSEsecret envPro license JWT (optional). Unlocks --inline-tracking and other premium features. See the README for details.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
At a glance
Which apps can use it
Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.
Run on your computer in
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast
Related guides
What it can do
Runs on your computer; the tool list appears in your AI app after you install it.
Basic checksi
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 11, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account onetrueclaude-creator, which owns the repo
- ! Caution
Still maintained
Code last changed 7 months ago, more than 6 months ago
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- – Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
- – Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
- … Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints
Discussion
Ask, share a tip or report that it does not work. Sorted by what people marked helpful.
No posts yet. Be the first to ask or share.
Posts here are written by users, not the PopNx team.
User reviews
No reviews yet
Compared with others in Docs, sheets & office worki
- More stars than 0% of the other 3731 servers in this category
- Published to the registry more recently than 7% of the other 3731 servers in this category
- Basic checks equal to or better than 13% of the other 3731 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is Hebbian Vault safe?
It passed 1 of 2 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
What keys or codes does it need?
You need to fill in: HEBBIAN_VAULT_LICENSE
Does it run on my computer or in the cloud?
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
Is it still maintained?
The GitHub repo last changed 7 months ago, and the latest version (0.2.0) reached the registry 7 months ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
What can I use instead?
In the same category: Puter MCP, XcodeBuildMCP, XcodeBuildMCP
Alternatives
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
XcodeBuildMCP
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Runs on your computer✓ xcodebuildmcp.com
XcodeBuildMCP
XcodeBuildMCP provides tools for Xcode project management, simulator management, and app utilities.
Runs on your computer
README from the maker
Open the README
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
hebbian-vault
MCP server for intelligent, use-adaptive Obsidian vault search.
Your vault remembers what matters. Files you use strengthen. Unused files fade. Hub pages surface first. Search gets better over time.
What it does
Unlike standard Obsidian search (keyword matching), hebbian-vault uses four signals merged via Reciprocal Rank Fusion:
- BM25 -- keyword relevance (like standard search, but ranked)
- Personalized PageRank -- graph centrality biased toward your query (hub pages surface first)
- Hebbian usage -- files you actually use rank higher, with recency decay
- RRF merge -- combines all signals without weight tuning
Works with any Obsidian vault. No cloud. No Obsidian running required. Direct filesystem access.
Install
pip install hebbian-vaultUsage
Claude Code
claude mcp add hebbian-vault -- hebbian-vault --vault ~/my-vaultClaude Desktop
Add to claude_desktop_config.json:
{"mcpServers": { "hebbian-vault": { "command": "uvx", "args": ["hebbian-vault", "--vault", "/path/to/vault"] } } }
Direct
hebbian-vault --vault ~/my-vaultMCP Tools
| Tool | Description |
|---|---|
configure_vault | Point the server at a vault at runtime (if not set via --vault) |
vault_search | Hybrid ranked search (BM25 + PageRank + Hebbian) |
vault_read | Read a note with frontmatter, links, and Hebbian metadata |
vault_neighbors | Find connected notes by wikilinks (1-hop or 2-hop) |
vault_hot | Top-N most-used files by Hebbian score |
vault_stats | Vault analytics (files, links, orphans, hubs) |
vault_health | Structural integrity check (broken links, orphans) |
How Hebbian learning works
Every time vault_search or vault_read returns a file, that file's retrieval count increments. Files accessed recently get a recency boost. Files untouched for weeks decay. Over time, the vault develops a "heat signature" -- frequently useful files strengthen, rarely useful files fade.
This is Hebbian learning applied to information retrieval: "neurons that fire together wire together." Your vault adapts to how you actually use it.
Storage
By default, tracking data is stored in a .hebbian/ sidecar directory inside your vault. Your markdown files are not modified.
Pro users can enable --inline-tracking to write retrieval_count directly into YAML frontmatter (visible natively in Obsidian, queryable via Dataview).
Pro tier
The free tier is fully featured for most use. Pro unlocks convenience features for power users:
--inline-tracking— write retrieval counts into note frontmatter instead of sidecar files- Priority email support from the developer
- Future premium features ship Pro-unlocked by default
License activation — any one of these works:
# 1. Environment variable (good for shell profiles)export HEBBIAN_VAULT_LICENSE="eyJhbGc..."
2. CLI flag (good for one-off testing)
hebbian-vault --license-key "eyJhbGc..." --vault ~/my-vault
3. Config file (good for permanent install)
echo "eyJhbGc..." > ~/.hebbian-vault/license.jwt
Licenses are verified fully offline — no phone-home, no activation server. Get a license: [coming soon — Dodo Payments storefront in verification].
Options
hebbian-vault --vault PATH Path to Obsidian vault--inline-tracking [Pro] Write tracking to file frontmatter --license-key KEY Pro license JWT (also reads HEBBIAN_VAULT_LICENSE env) --transport TYPE stdio (default) or streamable-http --port PORT Port for HTTP transport (default: 8000)
Requirements
- Python 3.10+
- An Obsidian vault (any size, wikilinks recommended for graph features)
License
MIT