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VectorDB-Plugin: Insight from Files

Name: VectorDB-Plugin: Insight from Files
Author: BBC-Esq

Get answers from documents, audio, and video with VectorDB-Plugin, a tool with complex data.

intermediate⏱ 30 minutes💵 Free (self-hosted)

370 stars47 forksPythonGuide quality 9/10Updated 7/23/2026100% free · open source

What it is

Ask questions about your documents, audio, and video files, and get answers instantly.

Real use case example

"A founder, Sarah, uses the VectorDB plugin to automate her customer support. She sets it up to ask new customers about their products, and it replies with a list of relevant solutions. This way, Sarah can focus on high-priority issues and respond to customers more quickly."

Best insideAny AI Client

When to use it

•When you need to search and analyze large volumes of unstructured data like documents and media files.
•When you want to build a custom question-answering system for your specific use case or industry.
•When you require a scalable and efficient way to index and query your data for insights.

Ready-to-paste prompt

vectordb_plugin.VectorDB().query("What is the main topic discussed in the audio file 'example.mp3'?")

Heads up: Ensure you have the necessary dependencies installed, including `faiss` and `transformers`, which are required for the VectorDB-Plugin to function correctly.

Saves to your device

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/vectordb-plugin && curl -fsSL https://workflowstacks.com/api/skills/vectordb-plugin/claude-skill -o ~/.claude/skills/vectordb-plugin/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Use with Claude

New

Skip the builder — one click puts this in Claude, Cursor, Antigravity and more.

✅ Light setup

Installs with a command or two; your AI agent can do it for you.

Try it instantly — no install

Claude Code

mkdir -p ~/.claude/skills/vectordb-plugin && curl -fsSL https://workflowstacks.com/api/skills/vectordb-plugin/claude-skill -o ~/.claude/skills/vectordb-plugin/SKILL.md

Open in another AI app

Opens the app with this repo with the prompt ready to go — no copy-paste needed.

Connect the whole catalog (MCP)

claude mcp add --transport http workflowstacks https://workflowstacks.com/api/mcp

Adds a WorkflowStacks connector to Claude Code: search and load any skill here by chatting.

Quick Actions

Details

Creator

BBC-Esq

Language

Python