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Case study
AI & Development

ToolRoute

toolroute.io  ·  Open source  ·  MIT License

A routing intelligence layer for AI agents. One API call returns the best MCP server and LLM for any given task — scored on 132 real benchmark executions across code, writing, analysis, structured output, and translation.

Built on the same stack we use for every GrossiWeb client: Next.js 14 App Router, Supabase Postgres, deployed on Vercel. The routing algorithm uses a 5-dimension value score — output quality, reliability, efficiency, cost, and trust — updated in real time as agents report outcomes.

Visit toolroute.io →
// Add to any MCP client
{ "mcpServers": { "toolroute": { "url": "https://toolroute.io/api/mcp" } } }
// Or via HTTP
curl -X POST https://toolroute.io/api/route \ -d '{"task": "search the web for AI papers"}' → { "approach": "mcp_server", "recommended_skill": "exa-mcp-server", "recommended_model": "gemini-flash-2.0", "confidence": 0.91 }
132
Blind A/B benchmark executions
Across code, writing, analysis, structured output, translation
6-0
Quality wins vs fixed GPT-4o
Zero losses in blind evaluation across all task categories
~$0.00001
Per routing call
LLM classifier cost vs $0.03-0.10 for fixed GPT-4o on every call

How the routing works

direct_llm
Task needs only an LLM
Returns: Best model + cost estimate
Write a function, summarize text, analyze data
mcp_server
Task needs an external tool
Returns: Best MCP server + best model
Search the web, send email, update calendar
multi_tool
Compound task across systems
Returns: Ordered orchestration chain
Send Slack AND update Jira AND notify via email
Next.js 14App RouterTypeScriptSupabase PostgresVercelAnthropic APInpm @toolroute/sdk
Client roster

From Fortune 500 to fast-growing startups.

We've worked with enterprise brands and ambitious local businesses alike. The common thread: they came to us to grow, and they did.

Johnson & Johnson
eBay
Eastman
Buckhead Imports
Ultramet
ReviewsRight
Sugarcoat

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