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Hugging Face

huggingface

90

Dominant

8 tools · Source: smithery · Scanned: July 15, 2026

Score breakdown

Findability

23/25

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

Clarity

31/35

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

All

This server is well-optimized for AI agent discovery. Consider adding enums, defaults, and usage examples for marginal gains.

Expected impact: +1-2 pts

Selection Win Rate

100%

Measured via 100-round LLM selection tournament. Claude Sonnet was presented 4 competing tools per round and asked to select the best for a realistic task. This server won 100% of rounds it appeared in.

Layer 2: Real LLM selection data. Methodology →

Trust Verification

1Spec Verified
📋Spec Verified○ Not yet
90/100Spec 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✓ Verified
100%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%
VerifiedMay 1, 2026
⚡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/55687808-8360-428b-9043-a22f6ee836dc.svg)

Score history

90
Apr 11
90
Apr 12
90
Apr 13
90
Apr 14
90
Apr 15
90
Apr 16
90
Apr 18
90
Jun 12
90
Jun 13
90
Jun 14
90
Jun 15
90
Jun 16
90
Jun 17
90
Jun 18
90
Jun 19
90
Jun 20
90
Jun 21
90
Jun 22
90
Jun 23
90
Jun 24
90
Jun 25
90
Jun 26
90
Jun 27
90
Jun 28
90
Jun 29
90
Jun 30
90
Jul 1
90
Jul 2
90
Jul 3
90
Jul 4

Tracked daily. 30 data points.

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