Datasets:

glimind
/

mcp-server-reliability

license: cc-by-4.0
pretty_name: MCP server reliability and agent-readiness
tags:
  - mcp
  - model-context-protocol
  - ai-agents
  - reliability
  - tool-use
size_categories:
  - 10K<n<100K
configs:
  - config_name: servers
    data_files: data/latest/servers.csv
  - config_name: outages
    data_files: data/latest/outages-7d.csv

MCP server reliability and agent-readiness

Weekly snapshot of every reachable Model Context Protocol server Glimind monitors: live status, 30-day uptime and latency, outage history, an agent-readiness grade (schemas, docs, safety annotations, token cost, client compatibility) and a tool-poisoning scan result.

Week: 2026-W43 · servers: 15,095 · outages of 30+ minutes in the last 7 days: 12,595
How it is measured: each server is probed with the MCP initialize handshake and tools/list only; no tool is ever called. Method: https://glimind.com/readiness and https://glimind.com/standard
Live data and per-server pages: https://glimind.com/server/ · API: https://glimind.com/v1/readiness/
Signed history: tool-definition changes are in a public transparency log, https://glimind.com/log

from datasets import load_dataset
servers = load_dataset("glimind/mcp-server-reliability", "servers")

Weekly archives are under data/<year>-W<week>/.

License: CC-BY-4.0. Cite as: Glimind, MCP server reliability and agent-readiness, https://glimind.com. Operators can correct or annotate their listing at https://glimind.com/claim/; opt-outs are honored (https://glimind.com/opt-out).