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OmniRoute MCP Server

Model Context Protocol server that exposes OmniRoute's gateway intelligence as 37 tools for AI agents.

Source of truth for the full tool catalog and REST surface: docs/frameworks/MCP-SERVER.md. This README focuses on architecture, configuration, and integration examples; the catalog below is a summary subset.

The MCP Server allows any AI agent (Claude Desktop, Cursor, VS Code Copilot, custom agents) to monitor, control, and optimize the OmniRoute AI gateway programmatically.


Architecture

┌──────────────────────────────────────────────────────────────────┐
│                         AI Agent / IDE                           │
│          (Claude Desktop, Cursor, VS Code, Custom)               │
└──────────────────────┬───────────────────────────────────────────┘
                       │  MCP Protocol (stdio or HTTP)
                       ▼
┌──────────────────────────────────────────────────────────────────┐
│                      OmniRoute MCP Server                        │
│  ┌──────────────┐  ┌─────────────────┐  ┌────────────────────┐  │
│  │ Scope        │  │  37 MCP Tools   │  │   Audit Logger     │  │
│  │ Enforcement  │──│ (core + memory  │──│   (SHA-256/SQLite) │  │
│  │              │  │  + skills + …)  │  │                    │  │
│  └──────────────┘  └────────┬────────┘  └────────────────────┘  │
└─────────────────────────────┼────────────────────────────────────┘
                              │  HTTP (internal)
                              ▼
┌──────────────────────────────────────────────────────────────────┐
│                    OmniRoute Gateway (port 20128)                 │
│        /v1/chat/completions  /api/combos  /api/usage  ...        │
└──────────────────────────────────────────────────────────────────┘

Quick Start

1. Environment Variables

# Required: OmniRoute base URL
export OMNIROUTE_BASE_URL="http://localhost:20128"

# Optional: API key for authenticated access
export OMNIROUTE_API_KEY="your-api-key"

# Optional: Scope enforcement (default: disabled)
export OMNIROUTE_MCP_ENFORCE_SCOPES="true"
export OMNIROUTE_MCP_SCOPES="read:health,read:combos,read:quota,read:usage,read:models,read:cache,read:compression,read:tools,execute:completions,write:combos,write:budget,write:resilience,write:cache,write:compression"

2. stdio Transport (IDE Integration)

Add to your MCP client configuration:

Claude Desktop (claude_desktop_config.json):

{
  "mcpServers": {
    "omniroute": {
      "command": "node",
      "args": ["path/to/omniroute/open-sse/mcp-server/server.ts"],
      "env": {
        "OMNIROUTE_BASE_URL": "http://localhost:20128",
        "OMNIROUTE_API_KEY": "your-key"
      }
    }
  }
}

Cursor (.cursor/mcp.json):

{
  "mcpServers": {
    "omniroute": {
      "command": "npx",
      "args": ["tsx", "open-sse/mcp-server/server.ts"],
      "env": {
        "OMNIROUTE_BASE_URL": "http://localhost:20128"
      }
    }
  }
}

VS Code (.vscode/settings.json):

{
  "mcp": {
    "servers": {
      "omniroute": {
        "command": "npx",
        "args": ["tsx", "open-sse/mcp-server/server.ts"],
        "env": {
          "OMNIROUTE_BASE_URL": "http://localhost:20128"
        }
      }
    }
  }
}

3. Start via CLI

# Direct start (stdio)
npx tsx open-sse/mcp-server/server.ts

# Or via OmniRoute CLI
omniroute --mcp

Tool Reference

Phase 1: Essential Tools (8)

# Tool Scopes Description
1 omniroute_get_health read:health Gateway health, uptime, memory, circuit breakers, rate limits, cache stats
2 omniroute_list_combos read:combos List all combos (model chains) with strategies and optional metrics
3 omniroute_get_combo_metrics read:combos Performance metrics for a specific combo
4 omniroute_switch_combo write:combos Activate or deactivate a combo for routing
5 omniroute_check_quota read:quota Remaining API quota per provider with token health status
6 omniroute_route_request execute:completions Send a chat completion through intelligent routing
7 omniroute_cost_report read:usage Cost report by period (session/day/week/month) with per-provider breakdown
8 omniroute_list_models_catalog read:models List all available models across providers with capabilities and pricing

Phase 2: Advanced Tools (8)

# Tool Scopes Description
9 omniroute_simulate_route read:health, read:combos Dry-run routing simulation showing fallback tree and estimated costs
10 omniroute_set_budget_guard write:budget Set session budget with action on exceed: degrade, block, or alert
11 omniroute_set_resilience_profile write:resilience Apply resilience profile: aggressive, balanced, or conservative
12 omniroute_test_combo execute:completions, read:combos Test each provider in a combo with a real prompt and a real upstream call, report latency/cost
13 omniroute_get_provider_metrics read:health Per-provider metrics with latency percentiles (p50/p95/p99), circuit breaker
14 omniroute_best_combo_for_task read:combos, read:health AI-powered combo recommendation by task type with budget/latency constraints
15 omniroute_explain_route read:health, read:usage Explain why a request was routed to a provider (scoring factors, fallbacks)
16 omniroute_get_session_snapshot read:usage Full session snapshot: cost, tokens, top models, errors, budget status

Cache and Compression Tools

# Tool Scopes Description
21 omniroute_cache_stats read:cache Semantic cache, prompt-cache, and idempotency statistics
22 omniroute_cache_flush write:cache Flush cache entries globally or by signature/model
23 omniroute_compression_status read:compression Compression settings, analytics summary, and provider-aware cache statistics
24 omniroute_compression_configure write:compression Configure compression mode and trigger thresholds at runtime
25 omniroute_set_compression_engine write:compression Set Caveman, RTK, or stacked compression mode and pipeline
26 omniroute_list_compression_combos read:compression List named compression combos and routing assignments
27 omniroute_compression_combo_stats read:compression Read analytics grouped by compression combo and engine

MCP listable metadata descriptions are compressed at registration/list time when description compression is enabled. omniroute_compression_status exposes those savings separately as analytics.mcpDescriptionCompression with source: "mcp_metadata_estimate", so clients do not mistake metadata shrink estimates for provider token receipts.


Client Examples

Python — Full Agent Workflow

"""
OmniRoute MCP Client — Python example using the mcp SDK.
Install: pip install mcp
"""
import asyncio
from mcp import ClientSession, StdioServerParameters
from mcp.client.stdio import stdio_client

async def main():
    server = StdioServerParameters(
        command="npx",
        args=["tsx", "open-sse/mcp-server/server.ts"],
        env={
            "OMNIROUTE_BASE_URL": "http://localhost:20128",
            "OMNIROUTE_API_KEY": "your-key",
        },
    )

    async with stdio_client(server) as (read, write):
        async with ClientSession(read, write) as session:
            await session.initialize()

            # 1. Check gateway health
            health = await session.call_tool("omniroute_get_health", {})
            print("Health:", health.content[0].text)

            # 2. List available combos with metrics
            combos = await session.call_tool("omniroute_list_combos", {
                "includeMetrics": True
            })
            print("Combos:", combos.content[0].text)

            # 3. Find the best combo for a coding task
            best = await session.call_tool("omniroute_best_combo_for_task", {
                "taskType": "coding",
                "budgetConstraint": 0.50,
                "latencyConstraint": 5000,
            })
            print("Best combo:", best.content[0].text)

            # 4. Set a session budget guard
            budget = await session.call_tool("omniroute_set_budget_guard", {
                "maxCost": 1.00,
                "action": "degrade",
                "degradeToTier": "cheap",
            })
            print("Budget guard:", budget.content[0].text)

            # 5. Route a request through intelligent pipeline
            response = await session.call_tool("omniroute_route_request", {
                "model": "claude-sonnet-4",
                "messages": [
                    {"role": "user", "content": "Write a Python hello world"}
                ],
                "role": "coding",
            })
            print("Response:", response.content[0].text)

            # 6. Get the session snapshot
            snapshot = await session.call_tool("omniroute_get_session_snapshot", {})
            print("Session:", snapshot.content[0].text)

asyncio.run(main())

TypeScript — Programmatic Agent

import { Client } from "@modelcontextprotocol/sdk/client/index.js";
import { StdioClientTransport } from "@modelcontextprotocol/sdk/client/stdio.js";

async function main() {
  const transport = new StdioClientTransport({
    command: "npx",
    args: ["tsx", "open-sse/mcp-server/server.ts"],
    env: {
      OMNIROUTE_BASE_URL: "http://localhost:20128",
      OMNIROUTE_API_KEY: "your-key",
    },
  });

  const client = new Client({ name: "my-agent", version: "1.0.0" });
  await client.connect(transport);

  // Check quota before deciding which model to use
  const quota = await client.callTool({
    name: "omniroute_check_quota",
    arguments: { provider: "claude" },
  });
  console.log("Claude quota:", quota.content);

  // Simulate the route before actually calling
  const simulation = await client.callTool({
    name: "omniroute_simulate_route",
    arguments: {
      model: "claude-sonnet-4",
      promptTokenEstimate: 2000,
    },
  });
  console.log("Route simulation:", simulation.content);

  // Send the actual request
  const result = await client.callTool({
    name: "omniroute_route_request",
    arguments: {
      model: "claude-sonnet-4",
      messages: [{ role: "user", content: "Explain async/await" }],
    },
  });
  console.log("Result:", result.content);

  // Cost report
  const costs = await client.callTool({
    name: "omniroute_cost_report",
    arguments: { period: "session" },
  });
  console.log("Costs:", costs.content);

  await client.close();
}

main();

Go — HTTP Client

package main

import (
    "bytes"
    "encoding/json"
    "fmt"
    "io"
    "net/http"
)

// Simplified direct-API approach (bypass MCP, hit OmniRoute APIs directly)
// Useful if you don't need MCP protocol framing.

func callTool(baseURL, tool string, args map[string]any) (string, error) {
    // MCP tools map to OmniRoute APIs:
    endpoints := map[string]string{
        "health": "/api/monitoring/health",
        "combos": "/api/combos",
        "quota":  "/api/usage/quota",
        "models": "/v1/models",
    }

    url := baseURL + endpoints[tool]
    resp, err := http.Get(url)
    if err != nil {
        return "", err
    }
    defer resp.Body.Close()
    body, _ := io.ReadAll(resp.Body)
    return string(body), nil
}

func routeRequest(baseURL, model, prompt string) (string, error) {
    payload := map[string]any{
        "model": model,
        "messages": []map[string]string{
            {"role": "user", "content": prompt},
        },
        "stream": false,
    }
    data, _ := json.Marshal(payload)

    resp, err := http.Post(
        baseURL+"/v1/chat/completions",
        "application/json",
        bytes.NewReader(data),
    )
    if err != nil {
        return "", err
    }
    defer resp.Body.Close()
    body, _ := io.ReadAll(resp.Body)
    return string(body), nil
}

func main() {
    base := "http://localhost:20128"

    health, _ := callTool(base, "health", nil)
    fmt.Println("Health:", health)

    result, _ := routeRequest(base, "auto", "Hello from Go!")
    fmt.Println("Result:", result)
}

Use Cases

🔄 Use Case 1: Auto-Healing Agent

An agent that monitors OmniRoute health and auto-switches combos when providers degrade.

async def auto_healing_loop(session):
    """Monitor health and react to provider issues."""
    while True:
        # Check health
        health = await session.call_tool("omniroute_get_health", {})
        data = json.loads(health.content[0].text)

        # Find providers with open circuit breakers
        broken = [
            cb for cb in data["circuitBreakers"]
            if cb["state"] == "OPEN"
        ]

        if broken:
            # Switch to a different resilience profile
            await session.call_tool("omniroute_set_resilience_profile", {
                "profile": "conservative"
            })

            # Find best alternative combo
            best = await session.call_tool("omniroute_best_combo_for_task", {
                "taskType": "coding"
            })
            best_data = json.loads(best.content[0].text)
            combo_id = best_data["recommendedCombo"]["id"]

            # Activate it
            await session.call_tool("omniroute_switch_combo", {
                "comboId": combo_id, "active": True
            })
            print(f"⚠️ Auto-healed: switched to {combo_id}")

        await asyncio.sleep(30)  # Check every 30 seconds

💰 Use Case 2: Budget-Aware Coding Agent

An agent that monitors costs in real-time and degrades to cheaper models when nearing budget.

async def budget_aware_coding(session, task: str, max_budget: float):
    """Complete a coding task within a budget."""
    # Set budget guard
    await session.call_tool("omniroute_set_budget_guard", {
        "maxCost": max_budget,
        "action": "degrade",
        "degradeToTier": "cheap",
    })

    # Simulate first to estimate cost
    sim = await session.call_tool("omniroute_simulate_route", {
        "model": "claude-sonnet-4",
        "promptTokenEstimate": len(task.split()) * 2,
    })
    sim_data = json.loads(sim.content[0].text)
    estimated_cost = sim_data["fallbackTree"]["bestCaseCost"]
    print(f"Estimated cost: ${estimated_cost:.4f}")

    # Send request
    result = await session.call_tool("omniroute_route_request", {
        "model": "claude-sonnet-4",
        "messages": [{"role": "user", "content": task}],
        "role": "coding",
    })

    # Check remaining budget
    snapshot = await session.call_tool("omniroute_get_session_snapshot", {})
    snap_data = json.loads(snapshot.content[0].text)
    print(f"Session cost: ${snap_data['costTotal']:.4f}")
    if snap_data.get("budgetGuard"):
        print(f"Budget remaining: ${snap_data['budgetGuard']['remaining']:.4f}")

    return json.loads(result.content[0].text)["response"]["content"]

🧪 Use Case 3: Combo Benchmarking Agent

An agent that periodically benchmarks all combos and reports the fastest/cheapest.

async def benchmark_combos(session):
    """Benchmark all enabled combos and rank them."""
    combos = await session.call_tool("omniroute_list_combos", {
        "includeMetrics": True,
    })
    combo_list = json.loads(combos.content[0].text)["combos"]

    results = []
    for combo in combo_list:
        if not combo["enabled"]:
            continue

        test = await session.call_tool("omniroute_test_combo", {
            "comboId": combo["id"],
            "testPrompt": "Return the number 42.",
        })
        test_data = json.loads(test.content[0].text)
        results.append({
            "combo": combo["name"],
            "fastest": test_data["summary"]["fastestProvider"],
            "cheapest": test_data["summary"]["cheapestProvider"],
            "success_rate": f'{test_data["summary"]["successful"]}/{test_data["summary"]["totalProviders"]}',
        })

    print("📊 Combo Benchmark Results:")
    for r in results:
        print(f"  {r['combo']}: fastest={r['fastest']}, cheapest={r['cheapest']}, success={r['success_rate']}")

🔍 Use Case 4: Post-Mortem Debugging Agent

An agent that explains why a request was routed to a specific provider.

async function debugRouting(client: Client, requestId: string) {
  // Explain the routing decision
  const explanation = await client.callTool({
    name: "omniroute_explain_route",
    arguments: { requestId },
  });
  const data = JSON.parse(explanation.content[0].text);

  console.log(`Request ${requestId}:`);
  console.log(`  Provider: ${data.decision.providerSelected}`);
  console.log(`  Model: ${data.decision.modelUsed}`);
  console.log(`  Score: ${data.decision.score}`);
  console.log(`  Factors:`);
  for (const factor of data.decision.factors) {
    console.log(`    ${factor.name}: ${factor.value} (weight: ${factor.weight})`);
  }
  if (data.decision.fallbacksTriggered.length > 0) {
    console.log(`  Fallbacks triggered:`);
    for (const fb of data.decision.fallbacksTriggered) {
      console.log(`    ${fb.provider}: ${fb.reason}`);
    }
  }
}

📋 Use Case 5: Model Discovery Agent

An agent that discovers the cheapest models for a given capability.

async def find_cheapest_models(session, capability="chat"):
    """Find the cheapest available models for a capability."""
    catalog = await session.call_tool("omniroute_list_models_catalog", {
        "capability": capability,
    })
    models = json.loads(catalog.content[0].text)["models"]

    # Filter available models with pricing
    priced = [
        m for m in models
        if m["status"] == "available" and m.get("pricing")
    ]
    priced.sort(key=lambda m: m["pricing"]["inputPerMillion"] or float("inf"))

    print(f"💡 Cheapest {capability} models:")
    for m in priced[:5]:
        input_cost = m["pricing"]["inputPerMillion"] or 0
        output_cost = m["pricing"]["outputPerMillion"] or 0
        print(f"  {m['id']} ({m['provider']}): ${input_cost}/M in, ${output_cost}/M out")

Security & Scope Enforcement

The MCP server supports fine-grained scope enforcement for multi-tenant environments:

Scope Tools
read:health get_health, simulate_route, get_provider_metrics, best_combo_for_task, explain_route
read:combos list_combos, get_combo_metrics, simulate_route, best_combo_for_task, test_combo
read:quota check_quota
read:usage cost_report, explain_route, get_session_snapshot
read:models list_models_catalog
read:cache cache_stats
read:compression compression_status, list_compression_combos, compression_combo_stats
write:combos switch_combo
write:budget set_budget_guard
write:resilience set_resilience_profile
write:cache cache_flush
write:compression compression_configure, set_compression_engine
execute:completions route_request, test_combo

Wildcard scopes: Use read:* to grant all read scopes, or * for full access.


Audit Logging

Every tool call is logged to the mcp_tool_audit SQLite table:

  • Input: SHA-256 hashed (never stores raw prompts)
  • Output: Truncated to 200 chars
  • Metadata: Tool name, duration, success/error, API key ID

Access audit data via:

import { getRecentAuditEntries, getAuditStats } from "./audit";

const entries = await getRecentAuditEntries(50);
const stats = await getAuditStats();
// stats: { totalCalls, successRate, avgDurationMs, topTools }

File Structure

mcp-server/
├── server.ts              # MCP server setup, essential tool handlers, entry point
├── index.ts               # Barrel export
├── audit.ts               # SQLite audit logger (SHA-256 input hashing)
├── scopeEnforcement.ts    # Fine-grained scope enforcement
├── schemas/
│   ├── tools.ts           # Zod schemas for core, cache, compression, and proxy tools
│   ├── a2a.ts             # A2A protocol types (Agent Card, Task, JSON-RPC)
│   ├── audit.ts           # Audit & routing decision types + hash helpers
│   └── index.ts           # Schema barrel export
├── tools/
│   └── advancedTools.ts   # Phase 2 tool handlers (8 advanced tools)
└── __tests__/
    ├── essentialTools.test.ts
    ├── advancedTools.test.ts
    └── a2aLifecycle.test.ts

License

Part of OmniRoute — MIT License.