MCP reliability dashboard

14803 remote MCP servers · 37 hours of data · last run 2026-09-07 02:57:58

Agent readability score

Can an LLM agent pick the right tool here — names, descriptions and parameter clarity are assessed.

#	Server	Agent readability score
1	france-data	98/100	A premier territorial intelligence server offering deep, multi-source French data with expert-level guidance for complex agentic reasoning and tool chaining.
2	IBANforge	98/100	An elite-tier MCP server with exceptional usage guidance, clear tool boundaries, and proactive error prevention for financial data processing.
3	tls-radar	98/100	A highly sophisticated MCP server for SSL/TLS management, featuring exceptional multi-step workflow guidance and proactive error prevention for agents.
4	Framesail	97/100	A highly sophisticated, workflow-oriented toolset that provides explicit guidance for managing a complex, multi-stage AI video production pipeline.
5	usaspending-mcp-server	97/100	A highly sophisticated MCP server providing deep, interconnected access to US federal spending data with exceptional chaining guidance.

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Raw data API ↗

Time series of all measurements — for analysis and data delivery.

API documentation (Swagger) ↗

95%

14013/14803 servers responding

Era readable

60%

8912/14803 — the rest behind auth

Speaking 2026-07-28

1143

1143 of 8912 readable servers

Pure modern

134

servers that dropped legacy

Era distribution — by run

Each column is one probe run. The value is not in a single snapshot but in how these columns shift over time.

Spec transition curve

Transition to the 2026-07-28 stateless spec — share of readable servers speaking modern/dual. 12-month window.

Servers online

Servers online vs total measured per run — the pulse of the ecosystem.

Era transitions

Points where servers switched protocol era — the pulse of the legacy→modern migration.

cz-agents/payqrUnknown→Legacy07.09 02:57
Chrome-StatsUnknown→Auth-gated07.09 02:57
The ArtilleristLegacy→Dual-era07.09 02:57
probrAuth-gated→Unknown07.09 02:57
InfraPulseModern→Unknown07.09 02:57
sec-edgar-mcpUnknown→Legacy07.09 00:27
3ammiyaLegacy→Unknown07.09 00:27
uspto-patents-mcpUnknown→Legacy

Response time (p50, all runs)

Median across probe legs. Measured even for servers returning 401 — availability needs no auth.

Servers

Table view of the charts — colour alone never carries meaning.

Server▲	Era	Up	p50 ms	Probes	Last probe
info.agentrank/agentrank https://api.agentrank.info/mcp	Unreachable	0% 24s 0% · 7g 0%	15003	33	07.09 00:27
AgniGateway Marketplace https://api.agnigateway.com/mcp/v1/public/mcp	Unreachable	0% 24s 0% · 7g 0%	339	27	07.09 00:27
io.github.ai-gaoqian/agentmart https://api.ai-gaoqian.xyz/mcp	Unreachable	0% 24s 0% · 7g 0%	59	27	07.09 00:27
dev.anotherai/anotherai https://api.anotherai.dev/mcp	Unreachable	0% 24s 0% · 7g 0%	206	27	07.09 00:27
Arquestra — Scientific Computing Orchestration https://api.apertura-ai.de/mcp/orchestration	Unreachable	0% 24s 0% · 7g 0%	452	33	07.09 00:27
ai.baselight/baselight https://api.baselight.app/mcp	Unreachable	0% 24s 0% · 7g 0%	570	33	07.09 00:27
BrazilMCP https://api.brazilmcp.dev/mcp	Unreachable	0% 24s 0% · 7g 0%	15003	33	07.09 00:27
ai.cobbles/cobbles https://api.cobbles.ai/mcp	Unreachable	0% 24s 0% · 7g 0%	1270	33	07.09 00:27
Consulate - AI Dispute Resolution (Crypto + Traditional + General) https://api.consulatehq.com	Unreachable	0% 24s 0% · 7g 0%	370	33	07.09 00:27
io.github.rajeswaran140/crowvault https://api.crowvault.ai/mcp	Unreachable	0% 24s 0% · 7g 0%	1475	33	07.09 00:27

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Blog ↗

Writing on the MCP ecosystem: reliability, protocol eras, and measurement findings.

gbiz-leads-mcpLegacy→Unknown07.09 00:27

Chrome-StatsAuth-gated→Unknown07.09 00:27