MCP, AI agents and integrations you can assess
Practical guides to choosing tools, comparing capabilities and preparing your next integration.
From a question to a useful capability
The guides build on each other. Start with the question that is holding you up.
Use a tool or collaborate with an agent?
MCP vs A2A: which connection does your agent need?
Understand MCP and A2A through a practical workflow. Separate tool access from agent collaboration and check the integration contract before choosing.
Which server fits my task?
How to choose an MCP server for your task
A practical MCP server selection checklist: task fit, transport, credentials, permissions, provenance and a small test before connecting.
How reliable are the claims?
How to assess AI agent capabilities without guessing
Separate provider claims, inferred capabilities and version-bound evidence. Learn what unknown fields mean when comparing AI agents and MCP tools.
How do I connect discovery?
Connect an AI agent to Capifold discovery with MCP
Configure Capifold as an HTTP MCP server in VS Code. Search capabilities, inspect a profile and prepare the next integration without running a provider.
Ready for your task?
Describe what your agent should do and compare matching tools and agents.