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Toolrank vs GitHub
Side-by-side comparison of two Model Context Protocol servers. Pick the right one for Claude Desktop, Claude Code, or Cursor.
Toolrank
# ToolRank MCP Server Score and optimize MCP tool definitions for AI agent discovery. The first ATO (Agent Tool Optimization) platform. ## Tools ### toolrank_sc
Comparison
| Feature | Toolrank | GitHub |
|---|---|---|
| Pricing | Free | Free |
| Installs | — | 42,108 |
| Rating | — | 4.9 (821) |
| Verified | — | |
| Hosted | Hosted | Hosted |
| Tools | — | 5 |
| Category | development | development |
| Author | imhiroki | GitHub |
| Repo | smithery-ai/cli | modelcontextprotocol/servers |
When to pick 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
When to pick GitHub
Full GitHub access from Claude. Browse repos, read PRs, open issues, check CI runs, review diffs — without switching tabs.
Looking for something else? Browse all MCPs or check trending this week.