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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

Detailed case studies coming soon. Book a call and we'll walk you through results relevant to your industry.

Where to go next

Every project above combined at least two of these disciplines. The pages below explain what each one delivers on its own.

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