Spark - AI Assets Marketplace

howard-eridani/spark

89

Dominant

5 tools · Source: smithery · Scanned: May 11, 2026

Score breakdown

Findability

25/25

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

Clarity

32/35

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

Precision

17/25

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

Precision

Define required fields in your inputSchema to prevent agents from guessing parameters

Expected impact: +2-3 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

0Unverified
📋Spec Verified○ Not yet
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

Score history

89
Mar 28
89
Mar 28
89
Apr 1
89
Apr 2
89
Apr 4
89
Apr 5
89
Apr 6
89
Apr 7
89
Apr 9
89
Apr 11
89
Apr 12
89
Apr 13
89
Apr 14
89
Apr 15
89
Apr 16
89
Apr 17
89
Apr 18
89
Apr 19
89
Apr 20
89
Apr 21
89
Apr 22
89
Apr 23
89
Apr 26
89
Apr 28
89
Apr 29
89
Apr 30
89
May 1
89
May 2
89
May 3
89
May 6

Tracked daily. 30 data points.

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