MCP reliability dashboard
14803 remote MCP servers · 39 hours of data · last run 2026-09-07 07:55:38
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.
- 3ammiyaUnknown→Legacy
- TaskfolkAuth-gated→Unknown
- smryLegacy→Dual-era
- anvil-mcpUnknown→Legacy
- bannerbear-mcpUnknown→Legacy
- alpic-openai-appLegacy→Unknown
- alpic-openai-appLegacy→Unknown
- ccbotUnknown→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 |
|---|---|---|---|---|---|
| com.trycloudflare.candy-josh-writers-balance/yultrace-audit https://candy-josh-writers-balance.trycloudflare.com/mcp/ | Unreachable | 0% 24s 0% · 7g 0% | 31 | 35 | 07.09 07:55 |
| com.trycloudflare.candy-josh-writers-balance/yultrace-bounty-feed https://candy-josh-writers-balance.trycloudflare.com/mcp2/ | Unreachable | 0% 24s 0% · 7g 0% | 37 | 34 | 07.09 07:55 |
| Tenzro Canton MCP https://canton-mcp.tenzro.network/mcp | Unreachable | 0% 24s 0% · 7g 0% | 654 | 35 | 07.09 07:55 |
| xyz.tenzro/tenzro-canton https://canton-mcp.tenzro.xyz/mcp | Unreachable | 0% 24s 0% · 7g 0% | 378 | 34 | 07.09 07:55 |
| @powforge/captcha-mcp https://captcha-mcp.powforge.dev/mcp | Unreachable | 0% 24s 0% · 7g 0% | 331 | 41 | 07.09 07:55 |
| DiffBeam Gaussian Beam Optics https://catalog-api.gaussian-beam.com/mcp/ | Unreachable | 0% 24s 0% · 7g 0% | 15003 | 35 | 07.09 07:55 |
| Chad Analytics https://chadanalytics.com/api/mcp | Unreachable | 0% 24s 0% · 7g 0% | 15003 | 35 | 07.09 07:55 |
| Tenzro Chainlink MCP https://chainlink-mcp.tenzro.network/mcp | Unreachable | 0% 24s 0% · 7g 0% | 577 | 35 | 07.09 07:55 |
| xyz.tenzro/tenzro-chainlink https://chainlink-mcp.tenzro.xyz/mcp | Unreachable | 0% 24s 0% · 7g 0% | 367 | 34 | 07.09 07:55 |
| io.github.junct-bot/chainlink-mcp https://chainlink.mcp.junct.dev/mcp | Unreachable | 0% 24s 0% · 7g 0% | 118 | 35 | 07.09 07:55 |
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Drop your URL — your server gets probed in the next run and appears in the directory with a reliability scorecard.
Blog ↗
Writing on the MCP ecosystem: reliability, protocol eras, and measurement findings.