MCP reliability dashboard

14803 remote MCP servers · 38 hours of data · last run 2026-09-07 05:25:31

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%

14007/14803 servers responding

Era readable

60%

8894/14803 — the rest behind auth

Speaking 2026-07-28

1142

1142 of 8894 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.

TravelMindsAI ConciergeUnknown→Auth-gated07.09 05:25
rooster-agent-economyUnknown→Legacy07.09 05:25
nz-yard-stockLegacy→Unknown07.09 02:57
mytesla.ioUnknown→Auth-gated07.09 02:57
gdelt-events-mcpLegacy→Unknown07.09 02:57
probrAuth-gated→Unknown07.09 02:57
crypto-prices-mcpLegacy→Unknown07.09 02:57
arxiv-mcpLegacy→

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
io.github.CSOAI-ORG/agent-prompt-injection-firewall-mcp https://api.meok.ai/v1/a2a/prompt-injection-firewall	Unreachable	0% 24s 0% · 7g 0%	4	31	07.09 02:57
io.github.CSOAI-ORG/agent-delegation-mcp https://api.meok.ai/v1/a2a/delegation	Unreachable	0% 24s 0% · 7g 0%	4	33	07.09 02:57
io.github.CSOAI-ORG/meok-w3c-tdm-rights-mcp https://api.meok.ai/v1/governance/tdm-rights	Unreachable	0% 24s 0% · 7g 0%	4	31	07.09 02:57
io.github.CSOAI-ORG/meok-ap2-mandate-mcp https://api.meok.ai/v1/a2a/ap2-mandate	Unreachable	0% 24s 0% · 7g 0%	4	32	07.09 02:57
io.github.CSOAI-ORG/agent-policy-enforcement-mcp https://api.meok.ai/v1/a2a/policy-enforcement	Unreachable	0% 24s 0% · 7g 0%	4	32	07.09 02:57
io.github.CSOAI-ORG/meok-eu-aia-art-9-rms-mcp https://api.meok.ai/v1/governance/eu-aia-art-9-rms	Unreachable	0% 24s 0% · 7g 0%	4	32	07.09 02:57
io.github.CSOAI-ORG/agent-mcp-router-mcp https://api.meok.ai/v1/a2a/agent-mcp-router	Unreachable	0% 24s 0% · 7g 0%	4	32	07.09 02:57
io.github.CSOAI-ORG/mcp-spec-compliance-mcp https://api.meok.ai/v1/dev/mcp-spec-compliance	Unreachable	0% 24s 0% · 7g 0%	4	32	07.09 02:57
io.github.CSOAI-ORG/meok-mcp-test-mcp https://api.meok.ai/v1/dev/meok-mcp-test	Unreachable	0% 24s 0% · 7g 0%	4	31	07.09 02:57
io.github.CSOAI-ORG/agent-rate-limiter-mcp https://api.meok.ai/v1/a2a/rate-limiter	Unreachable	0% 24s 0% · 7g 0%	4	31	07.09 02:57

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Blog ↗

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