Speakeasy reposted this
How do you get AI to reliably call tools in order to achieve an outcome? We're learning in real time that mapping 1:1 APIs to MCP tools leads to poor tool usage. If you're shipping a MCP server its worth designing custom tools that progressively reveal information in a step by step manner calling the right API endpoints at the right time. Check out below how we ship a MCP server for our GTM team. Instead of letting the LLM bumble its way through Hubspot, Stripe, our Admin API to find the right information we've created a custom tool for the MCP server to find charges associated with a Speakeasy customer. Here's the chain of tool calls Step1 : Custom Tool: "Get charges for company". Step2: Hubspot Tool: "hubspot_search_deals" Step3: Speakeasy Tool: "speakeasy_admin_get_workspace_users" Step4: Stripe Tool: "stripe_search_customers" Step5: Stripe Tool: "stripe_list_charges" Step6: Stripe Tool: stripe_list_refunds" =💰 💰 💰 We're enabling our customers to create MCPs with real and useful tools for AI with Gram, our new platform for MCP creation and curation. Get on the waitlist in the comments below👇 #MCP #Tools