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) ↗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.
- bnm-data-shopUnknown→Legacy
- crypto-prices-mcpLegacy→Unknown
- com.llmotions.farm/gpt-5-6-sol-agentUnknown→Legacy
- hsn-classifier-mcpLegacy→Unknown
- Chrome-StatsUnknown→Auth-gated
- mytesla.ioUnknown→Auth-gated
- uspto-patents-mcpLegacy→Unknown
- gst-validator-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.metamorphosis-sre/devdrops-property https://api.devdrops.run/api/property/mcp | Unreachable | 0% 24s 0% · 7g 0% | 651 | 34 | 07.09 02:57 |
| io.github.get-cotrader/cotrader https://api.getcotrader.com/mcp | Unreachable | 0% 24s 0% · 7g 0% | 267 | 34 | 07.09 02:57 |
| dev.infersports/infersports https://api.infersports.dev/mcp | Unreachable | 0% 24s 0% · 7g 0% | 15003 | 34 | 07.09 02:57 |
| Inthread https://api.inthread.dev/mcp | Unreachable | 0% 24s 0% · 7g 0% | 5013 | 34 | 07.09 02:57 |
| Iskra Solana Reputation https://api.iskra-bot.xyz/mcp | Unreachable | 0% 24s 0% · 7g 0% | 606 | 34 | 07.09 02:57 |
| io.github.skviteberg/kultur-dev https://api.kultur.dev/mcp | Unreachable | 0% 24s 0% · 7g 0% | 113 | 34 | 07.09 02:57 |
| Last Minute Tours & Activities https://api.lastminutedealshq.com/mcp | Unreachable | 0% 24s 0% · 7g 0% | 51 | 34 | 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/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/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 |
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Blog ↗
Writing on the MCP ecosystem: reliability, protocol eras, and measurement findings.