How clearly a model can read the server’s tool names, descriptions and schemas.
| # | Server | Value | Samples |
|---|---|---|---|
| 1 | ContrastAPIapi.contrastcyber.com | 96 | 1 |
| 2 | Lodi Kids Activitieslodikidsactivities.com | 96 | 1 |
| 3 | Malaysia Transit MCPmcp.techmavie.digital | 96 | 1 |
| 4 | Quotewise Quote MCPmcp.quotewise.io | 96 | 1 |
| 5 | backtesting-arenatradingstrategies.work | 96 | 1 |
| 6 | ia-qa.com/mcp llm and RAG testing - Dev/QA toolboxwww.ia-qa.com | 96 | 1 |
| 7 | BriefMebriefme.us | 95 | 1 |
| 8 | Data Howardcountygateway.pipeworx.io | 95 | 1 |
| 9 | DataNexus MCPdatanexusmcp.com | 95 | 1 |
| 10 | Emscgateway.pipeworx.io | 95 | 1 |
| 11 | FabTally Validvalid.fabtally.com | 95 | 1 |
| 12 | Frankfurtergateway.pipeworx.io | 95 | 1 |
| 13 | Geoboundariesgateway.pipeworx.io | 95 | 1 |
| 14 | GlobalGov — Government Procurement Intelligencefreemcp.globalgov.io | 95 | 1 |
| 15 | Gtexgateway.pipeworx.io | 95 | 1 |
| 16 | Krasoft Russian Public Procurementzakupki.krasoft.ru | 95 | 1 |
| 17 | LedgerProof LAIN — Verified Evidence for Agentsledgerproofhq.io | 95 | 1 |
| 18 | Listen to Sadhumcp.listentosadhu.app | 95 | 1 |
| 19 | Maptilergateway.pipeworx.io | 95 | 1 |
| 20 | Moltline Recallmcp.moltlinestudio.com | 95 | 1 |
| 21 | Méliuz MCPapi.mcp.ai | 95 | 1 |
| 22 | NPMScannpmscan.com | 95 | 1 |
| 23 | Next MCPapi.mcp.ai | 95 | 1 |
| 24 | Occamoccam.fit | 95 | 1 |
| 25 | Open Fecgateway.pipeworx.io | 95 | 1 |
| 26 | Peptigraphpeptigraph.org | 95 | 1 |
| 27 | Press Releasegateway.pipeworx.io | 95 | 1 |
| 28 | Senzingmcp.senzing.com | 95 | 1 |
| 29 | Speech AI - Pronunciation, STT & TTSapim-ai-apis.azure-api.net | 95 | 1 |
| 30 | Stipple — AI Text Detectionwww.stipple.sh | 95 | 1 |
| 31 | Temsor API — Turkey & EU business dataapi.temsor.com | 95 | 1 |
| 32 | Uk Contractsgateway.pipeworx.io | 95 | 1 |
| 33 | Ulidgateway.pipeworx.io | 95 | 1 |
| 34 | Wakatimegateway.pipeworx.io | 95 | 1 |
| 35 | app.surewhynot.quantum-artificer/quantum-artificerquantum-artificer.surewhynot.app | 95 | 1 |
| 36 | census-mcp-servercensus.caseyjhand.com | 95 | 1 |
| 37 | dictionarygateway.pipeworx.io | 95 | 1 |
| 38 | dominion-observatorydominion-observatory.sgdata.workers.dev | 95 | 1 |
| 39 | emblem-mcpemblemvault.ai | 95 | 1 |
| 40 | faostat-mcp-serverfaostat.caseyjhand.com | 95 | 1 |
| 41 | io.github.AvatarGaia/canvas-mcpagent.avatargaia.top | 95 | 1 |
| 42 | io.github.archimedes-market/mcp-archimedesarchimedes.market | 95 | 1 |
| 43 | io.github.kwizzlesurp10-ctrl/x402-mcpx402-mcp.onrender.com | 95 | 1 |
| 44 | mainstreetavisradar-production.up.railway.app | 95 | 1 |
| 45 | menjometremenjometre.cat | 95 | 1 |
| 46 | nist-nvd-mcp-servernist-nvd.caseyjhand.com | 95 | 1 |
| 47 | tech.interpretai/PostAgentapi.postagent.sh | 95 | 1 |
| 48 | Autario Data Analytics Platformautario.com | 94 | 1 |
| 49 | Medical Terminologies MCPmedical.sidneybissoli.com | 94 | 1 |
| 50 | Mirabello Consultancy — Investment Migration & Wealth Protectionmcp.mirabelloconsultancy.com | 94 | 1 |
Method: last 30 days, at least 20 measurement rounds. Proxy-fronted servers are excluded — they all return 401 and produce no real measurement.