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PopNx MCPMCP servers for people who use AI · explained in plain words

Vector Store Scanner

by GuardBeeversion 0.3.1i★ 2 (Stars for the whole repo)iRuns on your computer
Registry nameio.github.GuardBee/vector-store-scanner

How to install

What it does

Probes vector-database endpoints for unauthenticated exposure of embeddings/RAG data

  • Connects Runs on your computer
  • Account or key No key needed
  • Category Search & AI memory

Install

Pick the AI app you use, then copy the settings.

Passed 3/3 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

Install Node.js on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone

  1. Install Node.js

    One time only; it works for every server that needs Node.js

    Open the Node.js download page ↗

  2. Open the Claude desktop app’s settings file

    SettingsDeveloperEdit Config

  3. Paste these settings and save the file

    Checking the commands · copy buttons appear once they pass

  4. Quit Claude and open it again

  5. Try it

    Use Vector Store Scanner and tell me what you can do for me, then show me one thing

    ✓ If Claude says it is using Vector Store Scanner or shows a Vector Store Scanner 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 Vector Store Scanner yet

Vector Store Scanner 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 Vector Store Scanner

  • Install Node.js on your computer first (one time) · Only the Claude desktop app (Windows or Mac), not the web or phone
  • Install Node.js on your computer first (one time)
  • Install Node.js on your computer first (one time)
  • Install Node.js on your computer first (one time)

B · Others in Search & AI memory that work with ChatGPT

Picked from the most used in the same category, only ones that connect by address with no key

Works with Claude Code, with some setup first

Install Node.js on your computer first (one time)

  1. Install Node.js

    One time only; it works for every server that needs Node.js

    Open the Node.js download page ↗

  2. Open Terminal

    Mac: press Command+Space and type Terminal · Windows: open PowerShell

  3. Paste this command and press Enter

    Checking the commands · copy buttons appear once they pass

  4. Type /mcp in Claude Code

    You should see Vector Store Scanner listed as connected

  5. Try it

    Use Vector Store Scanner and tell me what you can do for me, then show me one thing

    ✓ If Claude Code says it is using Vector Store Scanner or shows a Vector Store Scanner 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

Install Node.js on your computer first (one time)

  1. Install Node.js

    One time only; it works for every server that needs Node.js

    Open the Node.js download page ↗

  2. Click this button to open Cursor

    Checking the commands · copy buttons appear once they pass

  3. Open the AI chat in Cursor in Agent mode

  4. Try it

    Use Vector Store Scanner and tell me what you can do for me, then show me one thing

    ✓ If Cursor says it is using Vector Store Scanner or shows a Vector Store Scanner 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

Install Node.js on your computer first (one time)

  1. Install Node.js

    One time only; it works for every server that needs Node.js

    Open the Node.js download page ↗

  2. Click this button to open VS Code

    Checking the commands · copy buttons appear once they pass

  3. Open the AI chat in VS Code in Agent mode

  4. Try it

    Use Vector Store Scanner and tell me what you can do for me, then show me one thing

    ✓ If VS Code says it is using Vector Store Scanner or shows a Vector Store Scanner 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

Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.

See every app that uses MCP →

JSON settings are under “For developers” below

Stuck? Ask people who use Vector Store Scanner💬 Discussion →
For developers: Terminal commands and JSON settings

Installed on your computer

Claude Code

Checking the commands · copy buttons appear once they pass

Claude Desktop (claude_desktop_config.json)

Checking the commands · copy buttons appear once they pass

Cursor (~/.cursor/mcp.json)

Checking the commands · copy buttons appear once they pass

VS Code (mcp.json)

Checking the commands · copy buttons appear once they pass

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

At a glance

GitHub starsi
2 (Stars for the whole repo)
This repo holds several MCP listings; its stars count once in rankings
Downloads per weeki
270/wk
Connection
Runs on your computer
Latest versioni
0.3.1
Published to registryi
Oct 30, 2026
Code last changedi
Nov 12, 2026
Maker
GuardBee
Packages
npm: @guardbee/mcp-vector-store-scanner
Registry status
Active

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

All apps, with pros and cons →

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 13, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account GuardBee, which owns the repo

  • ✓ Pass

    Still maintained

    Code last changed yesterday

  • ✓ Pass

    Has a licence

    Uses MIT

  • – 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.

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User reviews

No reviews yet

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Compared with others in Search & AI memoryi

  • More stars than 0% of the other 6057 servers in this category
  • Published to the registry more recently than 73% of the other 6057 servers in this category
  • Basic checks equal to or better than 100% of the other 6057 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 Vector Store Scanner safe?

It passed 3 of 3 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?

The registry does not list a required key, though some servers ask you to sign in on first use.

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 yesterday, and the latest version (0.3.1) reached the registry 14 days ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.

What can I use instead?

In the same category: Context7, Codebase Memory, Ruflo

Others in the same category

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

Context7

Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.

by upstashWidely used↓ 1.2M/wk★ 64.7KUpdated yesterday

Computer or cloud

Codebase Memory

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

by DeusDataWidely used↓ 16.8K/wk★ 48.6KUpdated 27 days ago

Runs on your computer

Ruflo

Agent teams, swarms, memory and hooks for Claude Code and Codex, served over MCP.

by ruvnetWidely used↓ 74.3K/wk★ 81.6K Stars for the whole repoUpdated today

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.

@guardbee/mcp-vector-store-scanner

🇬🇧 English | 🇹🇷 Türkçe | 🇨🇳 中文 | 🇯🇵 日本語 | 🇰🇷 한국어 | 🇧🇷 Português | 🇪🇸 Español | 🇩🇪 Deutsch

An MCP (Model Context Protocol) server that probes a vector-database (or vector-index-capable) endpoint for unauthenticated exposure — the same class of misconfiguration behind repeated real-world incidents of open Elasticsearch/MongoDB/Redis instances leaking data, now aimed at the RAG-era stack: Weaviate, Qdrant, Chroma, Elasticsearch/OpenSearch, Redis, and Postgres/pgvector.

Every RAG pipeline's embeddings live somewhere. If that vector store is reachable on the network without authentication, anyone who finds it can read (and often write) every document your retrieval pipeline was ever given — including anything sensitive that made it into a chunk.

Telemetry is off by default. With GUARDBEE_TELEMETRY=1 it sends the server, tool, success, duration and short parameter values such as a file path; longer strings and fields like content, token or password are replaced with a placeholder. See @guardbee/mcp-telemetry.

Claude ──► vector-store-scanner ──► Your vector-store endpoint

│ ├─ weaviate / qdrant / chroma / elasticsearch (HTTP fingerprint) │ info ──► schema/collections ──► actual stored data ├─ redis (raw RESP: PING, no AUTH sent) └─ postgres (raw wire protocol: SSLRequest + StartupMessage, no password sent)


How it escalates

Each HTTP-based probe doesn't stop at "is this thing up" — it walks the same path an attacker would, in increasing order of impact, and only reports what actually succeeded:

  1. Instance info (medium) — version/build details readable without auth. Low impact alone, but confirms the service is exposed and helps fingerprint known CVEs.
  2. Schema / collection listing (high) — class or collection names readable without auth. Reveals your data model even before any real data is read.
  3. Actual stored data (critical) — a real object/point/document comes back without auth. This is the finding that matters: your embeddings (and whatever they were built from) are readable by anyone who can reach this port.

Redis and Postgres get the same treatment via their native wire protocols instead of HTTP — a PING (Redis) or a StartupMessage (Postgres) is enough to learn whether authentication is enforced, without ever sending a real password. No credential is ever guessed, brute-forced, or sent — every check here is read-only fingerprinting, the same category of probing dns-intelligence and ssl-inspector already do elsewhere in this monorepo.


Features

  • 6 target types: Weaviate, Qdrant, Chroma, Elasticsearch/OpenSearch (HTTP), Redis (raw RESP), Postgres/pgvector (raw wire protocol)
  • Auto-detection — fingerprints the endpoint by trying each known type in turn when type isn't specified
  • From-scratch protocol implementations for Redis and Postgres — no client library dependency, no real credentials ever sent, includes a TLS-upgrade path for Postgres's SSLRequest handshake
  • Escalating checks (info → schema → data) so a "critical" finding always means real data was actually read, not just that a port responded
  • SARIF 2.1.0 output — CI/CD integration (GitHub Code Scanning, etc.)
  • Config file support via guardbee.yml
  • 22 unit tests against local mock HTTP/TCP servers, covering every probe's matched/unmatched fingerprint and each escalation level

Quick Start

Claude Desktop / MCP Client
{

"mcpServers": { "guardbee-vector-store-scanner": { "command": "npx", "args": ["-y", "@guardbee/mcp-vector-store-scanner"] } } }

CLI (CI/CD)
npx @guardbee/mcp-vector-store-scanner scan my-qdrant.internal --type=qdrant --fail-on=high --format=sarif > results.sarif

MCP Tools

ToolDescription
scan_endpointProbes a single host/port for unauthenticated exposure
list_patternsLists the supported store types and what each check looks for

What it catches

StoreCheckSeverity
Weaviate/v1/meta readable without authmedium
Weaviate/v1/schema readable without auth — reveals class nameshigh
Weaviate/v1/objects returns real data without authcritical
Qdrant/ instance info readable without authmedium
Qdrant/collections readable without authhigh
Qdrant/collections/ /points/scroll returns real data without authcritical
Chromaheartbeat reachable without authmedium
Chroma/collections readable without authhigh
Elasticsearch/OpenSearchcluster info readable without authmedium
Elasticsearch/OpenSearch/_cat/indices readable without authhigh
Elasticsearch/OpenSearch/ /_search returns real documents without authcritical
RedisPING accepted without AUTHcritical
Postgres/pgvectorno TLS offeredmedium
Postgres/pgvectorAuthenticationOk with no password challengecritical

Configuration (guardbee.yml)

vector-store-scanner:

fail-on: high # any | critical | high | medium | low | none timeout-ms: 4000


Limitations (by design)

  • Chroma's actual-document read isn't checked — its data-read API varies significantly across versions, so this scanner stops at the collection-listing level for it (still enough to detect the primary "no auth at all" misconfiguration).
  • Milvus isn't supported — its primary API is gRPC, which doesn't fingerprint via a lightweight probe the way the others do.
  • This checks for unauthenticated read access, not authorization bugs behind a working auth layer (e.g. a valid-but-overprivileged API key) — that's out of scope for an external, credential-less probe.

Development

npm run build

npm test # 22 unit tests


License

MIT — GuardBee

Feedback

Questions, ideas, or a false positive? Start a thread in GitHub Discussions or open an issue. If GuardBee is useful to you, a ⭐ on the repository helps others find it.