Leaderboard/Toolrank
MCP ServerScored via MCP protocol probing: initialize handshake, tools/list conformance, and ping + tool invocation performance.

Toolrank

smithery.ai/imhiroki/toolrank↗

# ToolRank MCP Server Score and optimize MCP tool definitions for AI agent discovery. The first ATO (Agent Tool Optimization) platform. ## Tools ### toolrank_score Analyzes MCP tool definitions and returns a ToolRank Score (0-100) measuring agent-readiness. Evaluates four dimensions: Findability (25%), Clarity (35%), Precision (25%), and Efficiency (15%). Returns per-tool scores, maturity level, specific issues found, and fix suggestions ranked by impact. ### toolrank_suggest Generates specific improvement suggestions for MCP tool definitions. Returns rewritten descriptions, improved schemas, and estimated score improvements. ## Install ```bash npx @toolrank/mcp-server ``` ## Links - Website: https://toolrank.dev - Framework: https://toolrank.dev/framework - Ranking: https://toolrank.dev/ranking - GitHub: https://github.com/imhiroki/toolrank - License: MIT

55/100
Operational Score
Score Breakdown
Availability30/30
Conformance10/30
Performance15/40
Key Metrics
Uptime 30d
100.0%
P95 Latency
191.6ms
Conformance
Fail
Trend
Stable
What's Being Tested
Availability
HTTP health check to the service endpoint
Responded with HTTP 401 in 191ms
ConformanceNot tested
MCP initialize handshake + tools/list
Performance
MCP ping + zero-arg tool invocation benchmarking
P95 latency: 191ms, task completion: 0%
Recent Probe Results
TimestampStatusLatencyConformance
May 25, 2026success191.6msPass
May 16, 2026success210.4msPass
May 13, 2026success181.2msPass
May 13, 2026success174.6msPass
May 12, 2026success378.8msPass
May 11, 2026success311.6msPass
May 9, 2026success396.2msPass
May 7, 2026success250.2msPass
May 7, 2026success211.3msPass
May 7, 2026success237.6msPass
Source Registries
smithery
First Seen
Apr 10, 2026
Last Seen
May 24, 2026
Last Probed
May 25, 2026