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vector-database-mcp

vector-database-mcp is an MCP server for Claude Code from daffy0208/ai-dev-standards. Its token cost is not measured, scanned A, a copy of agent-orchestrator-mcp, MIT.

An MCP server configuration for a vector database, which stores data in a form that supports similarity-based searches.

In plain words
What is it for?
Use it to run the configured vector-database MCP server with Node.js.
Why use it?
The input only shows how to start the server, so its specific operations are not described.

MCP server for Claude Code

Written for Claude Code: installed under .claude/. Also seen: listed in a Claude config.

One of 54 entries in claude_desktop_config.json upstream. Installing this one merges just its entry into your config; the other 53 are separate, each on its own page.

not rated 39repo +1 10mo ago A scan tokens not measured copy · 80% MIT

Good fit Use it to run the configured vector-database MCP server with Node.js.

Compare 6 mcp servers from other repositories ↓
Install with agentmods
npx agentmods add mcp/daffy0208/ai-dev-standards/vector-database-mcp

Installing this writes the configuration, not the program: `node` runs a file from the repository, so clone it first and make the path in the command match where you put it.

View source ↗ daffy0208/ai-dev-standards
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Clone the repo
git clone --depth 1 https://github.com/daffy0208/ai-dev-standards

Installing this writes the configuration, not the program: `node` runs a file from the repository, so clone it first and make the path in the command match where you put it.

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for vector-database-mcp

README.md
[![agentmods](https://agentmods.dev/badge/mcp/daffy0208/ai-dev-standards/vector-database-mcp/github.svg)](https://agentmods.dev/mcp/daffy0208/ai-dev-standards/vector-database-mcp)
Your own site
<a href="https://agentmods.dev/mcp/daffy0208/ai-dev-standards/vector-database-mcp"><img src="https://agentmods.dev/badge/mcp/daffy0208/ai-dev-standards/vector-database-mcp/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for vector-database-mcp

Your own site · 80×15
<a href="https://agentmods.dev/mcp/daffy0208/ai-dev-standards/vector-database-mcp"><img src="https://agentmods.dev/badge/mcp/daffy0208/ai-dev-standards/vector-database-mcp.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session not measured What this adds to a session before it is invoked.
When invoked not measured Not applicable: nothing here is loaded into a session.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 80% copy Near-identical to another mod in the catalogue.
Security

Grade A, and why

vector-database-mcp scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

80% identical to agent-orchestrator-mcp — 4 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

.claude/claude_desktop_config.json · 8 lines

What it actually says

{
  "vector-database-mcp": {
    "command": "node",
    "args": [
      "C:\\Users\\david\\OneDrive - Qolcom\\AI\\AI_Development_Projects\\ai-dev-standards\\MCP-SERVERS\\vector-database-mcp\\dist\\index.js"
    ]
  }
}
Same file

What else claude_desktop_config.json configures

This page is one entry in a file that holds 54. Installing the file brings all of them; each is measured and scanned on its own page.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 8 lines scan A 982bd9858e1b

Subscribe to this mod's changes

vector-database-mcp is an MCP server published in the GitHub repository daffy0208/ai-dev-standards (39 stars, last pushed 10mo ago), licensed MIT. Its token cost is not measured: an MCP server costs its tool schemas, not its config file. A static security scan graded it A with 0 findings. It is 80% identical to agent-orchestrator-mcp, differing in 4 lines, and is treated as a copy.

Data and AIDatabasesRAG and vectors
Related

vector-database-mcp compared with mcp servers from other repositories

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