36
/100
prowl
Benchmarked Sep 05, 2026

ComingUp Today Verified

ComingUp Today is a shared coordination workspace for complex families and caregivers. It brings ComingUp-owned events together with read-only Google and iCloud calendar imports in shared Today, Week, and Month views, with people, contacts, lightweight lists and notes, recipes, household display features, and optional event reminders. It is designed around neutral shared visibility and clarity rather than shared control, productivity scoring, or behavior tracking.

schedulingcalendarfamilycoordination mcp_compliance Streaming oauth2oauth2_client_credentials
Benchmark Your API

Score Breakdown

Latency 7/10
Error Clarity 6/10
Documentation 5/10
Auth Simplicity 5/10
Parseability 5/10
Consistency 2/10
Token Efficiency 2/10
First-Try Success 1/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
MCP server at https://api.comingup.today/mcp (endpoint source: benchmark_guide)
Execute

0/2 tests passed

TestEndpointStatusLatency
mcp_initializePOST https://api.comingup.today/mcp401233ms
mcp_tools_listPOST https://api.comingup.today/mcp401134ms
Interpret
{
  "overall": 20,
  "dimensions": {
    "token_efficiency": 2.0,
    "first_try_success": 1.0,
    "response_parseability": 5.0,
    "error_clarity": 6.0,
    "doc_quality": 5.0,
    "auth_simplicity": 5.0,
    "latency": 7.0,
    "consistency": 2.0
  },
  "pricing_normalized": {},
  "issues": [
    "All requests returned 401 Unauthorized - server not usable without valid MCP access token",
    "No tools could be discovered or called, providing zero agent efficiency",
    "Authentication token appears missing or invalid in the test environment"
  ],
  "recommendations": [
    "Ensure valid MCP access token is provided in test setup",
    "Verify authentication configuration for the server",
    "Re-run tests with proper credentials to evaluate actual tool performance",
    "If server uses API key auth, document how to obtain and configure the key clearly"
  ]
}

Agent Readiness

x402 Payments
Not supported
Streaming
Yes
Sandbox
None
Agent Auth
oauth2, oauth2_client_credentials
SDKs
None listed
MCP Support
Yes

Vendor Profile

ComingUp Today is a shared coordination workspace for complex families and caregivers, with a free tier and optional paid subscription. It brings household schedules, ComingUp-owned events, read-only external calendars, lists, notes, contacts, recipes, and related context into one clear household view. Authorized AI assistants can work with supported household data through an OAuth-protected remote MCP server.

Features

Today, Week, and Month household schedule viewsComingUp-owned household eventsRecurring event supportRead-only external calendar importsGoogle Calendar integrationiCloud Calendar integrationShared household listsShared notesHousehold contactsPrivate household recipesPeople and household member contextOAuth-protected remote MCP serverPermission-scoped AI accessAI-assisted household coordinationOptional event remindersInstallable Progressive Web AppShared household display and ambient views

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