ScoreFrameworkRankingPricingBlog GitHub

Google Sheets

node2flow/google-sheets

89

Dominant

23 tools · Source: smithery · Scanned: April 18, 2026

Score breakdown

Findability

24/25

Can AI agents discover this tool? Measures naming quality, keyword overlap with queries, and registry presence.

Clarity

28/35

Can agents understand what this tool does? Measures description quality, action verbs, usage context ("Use this when..."), and return value documentation.

Precision

22/25

Is the interface precise? Measures input schema completeness, type definitions, required fields, enums, defaults, and parameter descriptions.

Efficiency

15/15

Is the tool token-efficient? Measures description length optimization, tool count, and naming conciseness.

Optimization status

Clarity

Add "Use this when..." context to your description so agents know when to invoke this tool

Expected impact: +3-5 pts

Estimated selection rate

~85%

At 89/100, AI agents select tools like this approximately 85% of the time when choosing between competing alternatives. This server is in the top tier for agent discoverability.

Based on 500-round selection simulation (Pearson r = 0.828). Methodology →

Trust Verification

1Spec Verified
📋Spec Verified✓ Verified
89/100Spec Score
RequirementScore ≥ 85 on ToolRank Spec Quality analysis
MethodAutomated static analysis of tool definitions, descriptions, parameters, error handling
RenewalRe-verified on every scan (weekly)
🎯Selection Verified○ Not yet
—Win Rate
RequirementSelection win rate ≥ 70% in 100-round LLM tournament
MethodClaude Sonnet selects best tool for realistic tasks vs. competing servers
RenewalRe-tested monthly; expires if win rate drops below 60%
⚡Runtime Verified○ Not yet
—Status
RequirementTask success rate ≥ 90%, error rate < 5%, avg latency < 2s
MethodEnd-to-end execution tests in sandboxed environment
RenewalContinuously monitored; revoked on sustained failure
View full audit log → ![Trust](https://mcp.toolrank.dev/api/trust-badge/88816259-af6f-4bf0-869a-fdfd37f7dfaa.svg)

Score history

89
Apr 11
89
Apr 12
89
Apr 13
89
Apr 14
89
Apr 15
89
Apr 16
89
Apr 17
89
Apr 18

Tracked daily. 8 data points.

Similar servers

mcp-sora

94/100 · Dominant

sg-weather-data-mcp

94/100 · Dominant

Swiss Truth MCP

94/100 · Dominant

China Business Registry

94/100 · Dominant

Social & Content MCP Server

94/100 · Dominant

Open Targets

94/100 · Dominant
Score this server ← All rankings

Add ToolRank badge to this server's README

[![ToolRank](https://toolrank.dev/badge/dominant.svg)](https://toolrank.dev/ranking/node2flow/google-sheets)
Post on 𝕏 LinkedIn