Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Probes vector-database endpoints for unauthenticated exposure of embeddings/RAG data
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Passed 3/3 checks · Runs on your computer
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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
One time only; it works for every server that needs Node.js
SettingsDeveloperEdit Config
Checking the commands · copy buttons appear once they pass
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
A · Use an app that can connect Vector Store Scanner
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)
One time only; it works for every server that needs Node.js
Mac: press Command+Space and type Terminal · Windows: open PowerShell
Checking the commands · copy buttons appear once they pass
You should see Vector Store Scanner listed as connected
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)
One time only; it works for every server that needs Node.js
Checking the commands · copy buttons appear once they pass
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)
One time only; it works for every server that needs Node.js
Checking the commands · copy buttons appear once they pass
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
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.
npm: @guardbee/mcp-vector-store-scannerBased 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
Runs on your computer; the tool list appears in your AI app after you install it.
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
The registry name was verified with the GitHub account GuardBee, which owns the repo
Code last changed yesterday
Uses MIT
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
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Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
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.
The registry does not list a required key, though some servers ask you to sign in on first use.
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).
The GitHub repo last changed yesterday, and the latest version (0.3.1) reached the registry 14 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: Context7, Codebase Memory, Ruflo
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
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Agent teams, swarms, memory and hooks for Claude Code and Codex, served over MCP.
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.
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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=1it sends the server, tool, success, duration and short parameter values such as a file path; longer strings and fields likecontent,tokenorpasswordare 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)
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:
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.
type isn't specifiedSSLRequest handshakeguardbee.yml{
"mcpServers": { "guardbee-vector-store-scanner": { "command": "npx", "args": ["-y", "@guardbee/mcp-vector-store-scanner"] } } }
npx @guardbee/mcp-vector-store-scanner scan my-qdrant.internal --type=qdrant --fail-on=high --format=sarif > results.sarif
| Tool | Description |
|---|---|
scan_endpoint | Probes a single host/port for unauthenticated exposure |
list_patterns | Lists the supported store types and what each check looks for |
| Store | Check | Severity |
|---|---|---|
| Weaviate | /v1/meta readable without auth | medium |
| Weaviate | /v1/schema readable without auth — reveals class names | high |
| Weaviate | /v1/objects returns real data without auth | critical |
| Qdrant | / instance info readable without auth | medium |
| Qdrant | /collections readable without auth | high |
| Qdrant | /collections/ /points/scroll returns real data without auth | critical |
| Chroma | heartbeat reachable without auth | medium |
| Chroma | /collections readable without auth | high |
| Elasticsearch/OpenSearch | cluster info readable without auth | medium |
| Elasticsearch/OpenSearch | /_cat/indices readable without auth | high |
| Elasticsearch/OpenSearch | / /_search returns real documents without auth | critical |
| Redis | PING accepted without AUTH | critical |
| Postgres/pgvector | no TLS offered | medium |
| Postgres/pgvector | AuthenticationOk with no password challenge | critical |
guardbee.yml)vector-store-scanner:
fail-on: high # any | critical | high | medium | low | none timeout-ms: 4000
npm run build
npm test # 22 unit tests
MIT — GuardBee
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.