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ToolRoute

★ 1

from grossiweb

Intelligent routing layer for AI agents — recommends the best MCP server and LLM for any task, scored on 132+ real benchmark executions.

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#email#slack#calendar#database#git#search#translation#project-mgmt

ToolRoute

Routing layer for AI agents. One call returns the best MCP server and LLM for any task — scored on 132 real benchmark executions.

How it works

Every task falls into one of three approaches:

ApproachWhenReturns
direct_llmTask needs only an LLM (code, writing, analysis)Best model + cost estimate
mcp_serverTask needs an external tool (search, email, calendar)Best tool + best model
multi_toolCompound task ("send Slack AND update Jira AND email")Ordered orchestration chain

Routing uses an LLM classifier (~$0.00001/call) for task understanding, then ranks candidates on a 5-dimension score:

Value Score = 0.35 × Output Quality
            + 0.25 × Reliability
            + 0.15 × Efficiency
            + 0.15 × Cost
            + 0.10 × Trust

Every reported outcome updates the scores. The routing gets more accurate as more agents use it.

Benchmark results

132 blind A/B executions across code, writing, analysis, structured output, and translation.

ToolRouteFixed GPT-4o
Quality wins60
Ties99
Losses0—
Avg cost$0.001–0.01$0.03–0.10

API

EndpointMethodDescription
/api/routePOSTRoute a task to best MCP server + LLM (unified)
/api/route/modelPOSTRoute to best LLM model only (no MCP server)
/api/mcpPOST (JSON-RPC)MCP server — 16 tools
/api/mcpGET (SSE)SSE transport for MCP clients
/api/reportPOSTReport MCP server outcome (lightweight)
/api/contributionsPOSTAdvanced MCP skill telemetry (requires skill_id or skill_slug in payload)
/api/report/modelPOSTReport LLM model outcome — use this for model telemetry, not /api/contributions
/api/verify/modelPOSTVerify model output quality
/api/skillsGETSearch MCP server catalog
/api/agents/registerPOSTRegister agent identity
/api/agents/preferencesPOSTSet routing preferences (Strategy D Phase 2 — allow_china, regulated_industries)
/api/healthGETService health check (DB + uptime)
/api/metricsGETPublic aggregate platform metrics (no auth)

Full reference at toolroute.io/api-docs

SDK

npm install @toolroute/sdk
import { ToolRoute } from '@toolroute/sdk'

const tr = new ToolRoute()
const rec = await tr.route({ task: 'parse this CSV and summarize it' })
// execute with rec.recommended_model ...
await tr.report({ skill: rec.recommended_skill, outcome: 'success', latency_ms: 1400 })

Self-hosting

git clone https://github.com/grossiweb/ToolRoute.git
cd ToolRoute
cp .env.local.example .env.local
npm install
npm run dev

Requires: NEXT_PUBLIC_SUPABASE_URL, NEXT_PUBLIC_SUPABASE_ANON_KEY, SUPABASE_SERVICE_ROLE_KEY

How routing works

ToolRoute classifies each task using an LLM classifier (Gemini Flash Lite, ~$0.00001/call) with a keyword fallback. The resulting tier maps to a specific model via src/lib/routing/tiers.ts. Live pricing and capability data come from the models table. See docs/architecture.md for the full picture.

Stack

Next.js 14 (App Router) · Supabase (Postgres) · Vercel