MCP Find
Browse Servers
Blog
Docs
Submit Server
Back to Directory
/
Other
k8s AIops
Governed Kubernetes ops — 51 MCP tools with audit, budget, undo, risk-tier guards.
Other
v0.2.0
View on GitHub
Learn More
MCP Server Directories Compared: Glama, Smithery, mcp.so, MCPFind, and More
Six MCP directories have emerged since the protocol launched, and they are not interchangeable. Glama leads on scale and grading. Smithery adds hosting. The official registry is a machine API, not a browsable UI. MCPFind optimizes for fast client-specific installation. This comparison breaks down what each directory actually does well.
Read article
Open-Source vs Commercial MCP Servers: 2026 Comparison
MCPFind indexes 12,194 MCP servers, and the vast majority are open source. But commercial options from Stripe, Shopify, and BankSync are growing. This comparison breaks down the real trade-offs across cost, security, maintenance, and licensing.
Read article
MCP for Small Business Owners: Automate Without Engineering
MCPFind indexes servers across finance, CRM, communication, and productivity categories that fit how small businesses actually work. This guide shows which MCP servers reduce admin overhead for solo operators and small teams, with setup paths that require no engineering.
Read article