Don't Try to Set Up Everything at Once
The biggest mistake people make is looking at the full MCP server directory and trying to set up ten tools in one sitting. You'll get frustrated, nothing will work quite right, and you'll give up before any of it becomes useful. Start with one tool that solves one specific problem you have right now.
Think about the tasks you do repeatedly that feel tedious. Querying a database? Looking up documentation? Managing files? Searching through code? Pick the one that eats the most time and find an MCP server that handles it. Get that working well before you add anything else.
Your First Three Tools
For most developers, a solid starting toolkit looks something like this. First, a file system server that lets your AI assistant read and navigate your project files. Second, a server for whatever data store you use most (PostgreSQL, MongoDB, etc.). Third, a search or documentation server that gives your assistant access to reference material.
These three cover the foundation: your assistant can see your code, access your data, and look things up. You can search for each of these on Skillful.sh and have all three running within an hour. That baseline is surprisingly powerful on its own.
Expand Based on Friction
Once your base toolkit is working, pay attention to where you still hit friction. If you keep switching to your browser to check GitHub, add a GitHub MCP server. If you're constantly alt-tabbing to Slack, add a communication server. If you're manually running deployment scripts, look at CI/CD integrations.
The trending page can give you ideas about what other developers are finding useful, but your own experience should drive the expansion. A tool that solves someone else's workflow problem might not do anything for yours.
Maintaining Your Toolkit
Check in on your setup every few weeks. Are you actually using all the tools you've set up? If something's been sitting idle for a month, remove it. Keeping a lean toolkit is better than accumulating tools you never touch. The discovery process is easy enough that you can always add something back later.
Also keep an eye on updates for the servers you do use. The ecosystem moves quickly and tools get better over time. A server that was rough around the edges three months ago might be polished and reliable now.