stream

navanithbharadwaj/stream

87

Dominant

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

Score breakdown

Findability

23/25

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

Clarity

33/35

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

Precision

20/25

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

Efficiency

11/15

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

Optimization status

Efficiency

Keep total tool count under 15 and individual descriptions under 200 tokens

Expected impact: +1-3 pts

Estimated selection rate

~85%

At 87/100, 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
87/100Spec 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

87
Apr 2
87
Apr 3
87
Apr 8
87
Apr 9
87
Apr 11
87
Apr 12
87
Apr 13
87
Apr 14
87
Apr 15
87
Apr 16
87
Apr 17
87
Apr 18

Tracked daily. 12 data points.

Score this server ← All rankings

Add ToolRank badge to this server's README

[![ToolRank](https://toolrank.dev/badge/dominant.svg)](https://toolrank.dev/ranking/navanithbharadwaj/stream)
Post on 𝕏 LinkedIn