Vendor MCP server every tool, no business context
Cost of the task, Nexla = 1x
Vendor MCP servers hand agents every tool and none of your business context. Nexla task-specific MCP servers give an agent only the tools and context the task needs, governed by default.
Task Which campaigns drove pipeline last quarter? 3 of 12 sources in play
Same question, two agents. One is handed a vendor MCP server with every tool. One is handed a Nexla task-specific server.
Race summary: the vendor server uses 4.7x more tool calls, 25x more errored calls and 32.7x more tokens than the Nexla task-specific server, per the linked benchmarks.
Cost of the task, Nexla = 1x
Cost of the task, Nexla = 1x
Illustration of the published benchmark ratios: 4.7x fewer tool calls (median, vs Google Ads MCP), 25x fewer errored calls (vs Avoma MCP), 32.7x less token usage (vs HubSpot CRM MCP). Meters show ratios in relative units, with Nexla as 1. Trace steps are schematic, not recorded runs.
Nexla task-specific servers were tested against vendor MCP servers on identical questions and live accounts. Every answer was checked against independent ground truth.
Lower token usage: less context wasted describing irrelevant tools.
Read the HubSpot benchmarkLower latency: fewer calls between the agent and enterprise systems.
Read the Google Ads benchmarkEqual or better accuracy: relevant tools plus the right context. Accurate data read through the wrong context still gives wrong answers.
Read the BigQuery benchmarkFewer errors: purpose-built tools mean fewer failed calls and retries.
Read the Avoma benchmarkNexla MCP servers are compatible with Claude and every other MCP client. Point your client at the server for the task and the agent gets the right tools and context.
// MCP client config (example shape) { "mcpServers": { "nexla-task": { "type": "http", "url": "https://YOUR-NEXLA-MCP-SERVER-URL" } } }
Placeholder URL. Your server URL comes from MCP Studio.
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*Nexla internal benchmarks. View benchmark results.