"Vector Database" matching MCP servers:

Enables read-only exploration and analysis of an included SQLite shop database through tools for listing tables, describing schemas, and running SQL queries.

Enables AI agents to answer analytical questions about an online store's SQLite database through specialized read-only tools, without any risk of modifying the underlying data.

Enables natural-language querying and analysis of an e-commerce SQLite database via MCP, with read-only SQL execution, table inspection, and AI-generated answers.

Enables safe read-only analysis of a local SQLite e-commerce database over stdio, providing tools for schema inspection and parameterized SELECT queries.

Enables AI agents to safely interact with a SQLite shop database through schema discovery, read-only SQL queries, and pre-built analytics reports like top customers, top products, and revenue summaries.

Enables read-only interaction with an online store's SQLite database over MCP stdio, including table listing, schema inspection, safe read-only SQL execution, and sales analytics. It rejects mutating SQL operations to keep data intact.

Enables AI agents to safely inspect and query an SQLite e-commerce database with tools for listing tables, describing schemas, and running read-only SQL queries while blocking destructive operations.

Enables AI agents to read-only query an online store's SQLite database, listing tables, inspecting schemas, and running SELECT queries over customers, products, orders, and order items.

A read-only MCP server that lets AI agents run safe, specialized analytics over an internet shop's SQLite database, covering customers, products, orders, and revenue. It exposes no generic SQL or write tools, so agents can answer questions without modifying data.

Gives AI agents read-only analytical access to an e-commerce SQLite database (customers, orders, order_items, products) via SQL queries, table listing, and schema inspection.

Enables Claude to answer business questions against a company's retail database — sales summaries, top customers, inventory alerts, customer profiles, and plain-English queries — through read-only SQL tools plus a schema resource and reporting prompt. Access is governed by OAuth 2.1 roles and scopes, column-level PII masking, a SQL guard, rate limits, and audit logging.

Enables AI assistants to interact with a Magento 2 or Adobe Commerce MySQL database through 50+ read-only tools for orders, catalog, customers, CMS, configuration, indexers, and diagnostics, with support for local DDEV, Commerce Cloud, and remote/SSH connections.

Enables read-only access to a SQLite shop database through domain entity tools and pre-built analytic answers, without exposing raw SQL.

Enables AI agents to search Iran's Mobile.ir phone database for specifications, shop prices and price history, used-phone ads, comments, and numbered SIM cards through read-only tools that require no API key.

Read-only MCP server for the Perfume Picks fragrance database, enabling fragrance search, detailed note pyramids, curated dupes, similar scents, recommendations, comparisons, trending, and occasion-based scent suggestions.

Search URDB's product integrity database — integrity scores, enshittification events, warranty cuts, and material downgrades across consumer products. Sourced and evidence-backed.

Enables secure analytics on an SQLite database of an online store via six specialized tools covering schema, customer metrics, product sales, category revenue, period revenue, and order leaders.

Enables AI agents to analyze an SQLite e-commerce database via secure read-only SQL queries, providing tools for table inspection and analytical requests.

Enables AI agents to interact with Adobe Commerce Cloud projects via REST API and SSH for database queries, log reading, environment management, and more, with no PHP CLI required.

Enables AI agents to sync X5 Club purchase history into a local SQLite database and answer questions about spending, receipts, products, categories, and price changes.

Enables AI agents to automate the full affiliate e-commerce workflow across Shopee and TikTok Shop, including product hunting, seller auditing, review mining, and generating video storyboards and VideoFactory projects. It provides nine MCP tools for search, intelligence extraction, database queries, and system health checks.

Verified Kingdom Hearts merchandise database and MCP server. Resolves fuzzy listing titles (JP/EN) to canonical SKUs with official licensing status, MSRP-based pricing, availability, and data verification status for KH figures, apparel, accessories, and collectibles (JP and Western releases). Not a marketplace — data only.

An MCP server for the tracking-requests shipping-label app, providing a broad read-only database surface and a staged write path for FedEx label creation.

Enables AI agents to interact with Magento 2 development environments through comprehensive tools for module management, database operations, cache control, configuration management, and system diagnostics. Supports complete development workflows from module creation to deployment and troubleshooting.

Provides access to bakery POS transaction data, product catalogs, and sales analytics from SQLite database through natural language queries and custom SQL execution.

Enables comprehensive product management for e-commerce with CRUD operations, AI-powered product description generation, inventory tracking, and MySQL database integration.

Enables access to the Recash1 API for searching and retrieving product information from a database, including filtering products and getting all products with their codes.

Enables e-commerce product management with CRUD operations, AI-powered descriptions, and MySQL database integration via MCP.

Thingery is the open item database and MCP server for AI agents to list, find, and trade second-hand goods. Agents publish listings with photos and category attributes, search via hybrid semantic/keyword filters, and connect to the hosted instance or self-host with Postgres + pgvector (npx thingery over stdio).

Enables AI assistants to query a retail and food-service point-of-sale database through predefined business tools for sales summaries, top products, margins, stagnant inventory, cash reconciliation, and optional stock adjustments, returning formatted markdown answers.