Solutions
Production-grade solutions that turn our open-source packages into deployable AI systems for specific business problems. Pick one, follow the DIY tutorial to see how it's done, download the examples and deploy them on your own infrastructure — for free — or tell us which ones you want customized and deployed.
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10 solutions
vertex-ai-inventory-mcp-server-for-shopify-merchants
Shopify merchants want AI agents to answer inventory questions like “which products are low on stock” or “show me variants under $20”, but exposing raw Shopify Admin API keys to a shared agent risks data leakage and API abuse. They need a secure, multi‑tenant gateway that enforces per‑store permissions and prevents one client from overwhelming the API.Multi‑tenant MCP server that gives Vertex AI agents secure, rate‑limited access to real‑time Shopify inventory data, isolated per merchant store.
agnostic-listing-copy-multiplier-2
As a listing agent, you spend hours rewriting the same property description for MLS, Zillow, social media, and printed brochures. Each platform has different character limits, tone requirements, and SEO keywords. You often miss updates across channels, leading to inconsistent messaging and lost showings. This manual copy-paste grind eats into prospecting time and frustrates your team.Generate MLS, Zillow, social, and brochure copy from one draft in seconds.
vertex-ai-mcp-server-for-smb-data-analytics
Small business owners can’t afford a data team. They have data in spreadsheets, a CRM, or a simple database, but translating a question like ‘Which product had the highest margin last month?’ into SQL is beyond their self‑serve abilities.Launch a multi‑tenant MCP server that lets your small business customers ask analytics questions in natural language – powered by Vertex AI and your own BigQuery datasets.
azure-ai-mcp-server-for-smb-business-intelligence
Small business SaaS platforms want to offer AI-powered BI features, but building a secure, multi-tenant server that exposes database tools to agents is complex and easy to get wrong.Deploy a multi-tenant MCP server that lets AI agents query business intelligence dashboards securely, with per-client rate limits and isolated tools.
databricks-mcp-server-for-smb-data-analytics
SMBs using Databricks for business intelligence struggle to let AI agents interact with their data safely—each customer needs isolated access, rate limits, and audit trails, which are complex to build from scratch.Expose Databricks SQL queries as secure, multi-tenant MCP tools for AI agents, with built-in auth, rate limiting, and observability.
aws-bedrock-mcp-server-for-github-small-business-devops
Small dev teams waste time navigating GitHub's UI to gather information across repos, losing context when switching between tasks and needing answers from past pull requests and issues.Give your developers an MCP server that lets AI agents query GitHub repositories, issues, and pull requests using natural language through AWS Bedrock.
cohere-mcp-server-for-smb-research-and-summarization
Small businesses need to integrate AI agents that can research topics, summarize documents, and answer complex queries, but building and maintaining API wrappers for Cohere's capabilities is time-consuming.Expose Cohere's language models and search tools to AI agents via an MCP server, enabling automated research, summarization, and content generation for SMBs.
anthropic-mcp-server-for-smb-erp-tool-access
SMBs want AI agents that can access real-time business data from HubSpot or QuickBooks, but manually building secure, authenticated, and rate-limited tool endpoints for each system is time-consuming and fragile.Expose your ERP APIs as type-safe MCP tools so Anthropic’s Claude can securely retrieve customer data, create records, and automate workflows.
google-gemini-mcp-server-for-smb-business-intelligence
Small business teams waste hours switching between apps to find sales metrics, invoices, and calendar events. They need a single natural language interface that understands their data across tools without building complex integrations.A turnkey MCP server that lets SMB teams use natural language to query their business data from HubSpot, Stripe, and Google Workspace via a secure Gemini-powered interface.
aws-bedrock-mcp-server-for-small-business-devops-runbooks
Small businesses can't afford 24/7 DevOps expertise. Their AI assistants have no secure, structured way to diagnose incidents, trigger rollbacks, or query service health — every minor outage becomes a panic call to an expensive contractor.An MCP server that exposes AWS Bedrock‑powered runbook automation to any AI assistant, giving SMBs self‑healing infrastructure without a dedicated DevOps team.