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MCP AST Explorer
Python symbol exploration for codebase onboarding agents.
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v0.1.0
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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.
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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.
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MCP for Non-Developers: AI Tools That Need No Code
MCP servers are not just for developers. If you use Claude Desktop, you can connect AI to your calendar, email, notes, and files without writing a single line of code. MCPFind indexes 10,554 servers across 21 categories, and many of the most useful ones install in minutes through a simple configuration file.
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