Datasets:
server_id stringlengths 18 100 | started_at stringlengths 17 17 | ended_at stringlengths 17 17 ⌀ | minutes int64 30 10.1k | cause_class stringclasses 11
values |
|---|---|---|---|---|
mcp-registry/io.github.theluckystrike/subscriptions | 2026-10-11T04:17Z | 2026-10-11T05:05Z | 48 | other |
mcp-registry/io.github.theluckystrike/deposits | 2026-10-11T04:17Z | 2026-10-11T05:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/time-tracking-billing-hours | 2026-10-11T04:17Z | 2026-10-11T05:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/leave | 2026-10-11T04:18Z | 2026-10-11T05:04Z | 46 | other |
mcp-registry/io.github.theluckystrike/thumbnails | 2026-10-11T04:18Z | 2026-10-11T05:04Z | 47 | other |
mcp-registry/io.github.theluckystrike/price-tracker-drop-alert-watch | 2026-10-11T04:18Z | 2026-10-11T05:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/barcode-qr-code-sepa-payment-ean13 | 2026-10-11T04:18Z | 2026-10-11T05:06Z | 47 | other |
mcp-registry/io.github.theluckystrike/expenses-tracker | 2026-10-11T04:18Z | 2026-10-11T05:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/new-hire-onboarding-tasks | 2026-10-11T04:18Z | 2026-10-11T05:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/onboarding-checklist-inspection-runs | 2026-10-11T04:18Z | 2026-10-11T05:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/job-card | 2026-10-11T04:18Z | 2026-10-11T05:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/packing-list | 2026-10-11T04:19Z | 2026-10-11T05:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/docx-document-generator-proposal-contract-markdown | 2026-10-11T04:19Z | 2026-10-11T05:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/catalogue | 2026-10-11T04:19Z | 2026-10-11T05:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/service-agreement | 2026-10-11T04:19Z | 2026-10-11T05:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/onboarding-goods-receipt-inspection-runs | 2026-10-11T04:19Z | 2026-10-11T05:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/invoice-maker | 2026-10-11T04:19Z | 2026-10-11T05:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/fixed-assets | 2026-10-11T04:19Z | 2026-10-11T05:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/freelance-invoice | 2026-10-11T04:19Z | 2026-10-11T05:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/bank-statement-pdf | 2026-10-11T04:19Z | 2026-10-11T05:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/templates | 2026-10-11T04:20Z | 2026-10-11T05:07Z | 46 | other |
mcp-registry/io.github.theluckystrike/receipt-expense-scanner-reports | 2026-10-11T04:20Z | 2026-10-11T05:07Z | 46 | other |
mcp-registry/io.github.theluckystrike/invoice-generator | 2026-10-11T04:21Z | 2026-10-11T05:08Z | 47 | other |
mcp-registry/io.github.theluckystrike/maintenance-schedule | 2026-10-11T04:21Z | 2026-10-11T05:08Z | 47 | other |
mcp-registry/io.github.theluckystrike/sow | 2026-10-11T04:21Z | 2026-10-11T05:09Z | 48 | other |
mcp-registry/io.github.theluckystrike/pdf-splitter | 2026-10-11T04:21Z | 2026-10-11T05:08Z | 47 | other |
mcp-registry/io.github.theluckystrike/purchase-order | 2026-10-11T04:21Z | 2026-10-11T05:09Z | 48 | other |
mcp-registry/io.github.theluckystrike/expense-tracker-receipts-mileage | 2026-10-11T04:21Z | 2026-10-11T05:08Z | 47 | other |
mcp-registry/io.github.theluckystrike/terms | 2026-10-11T04:21Z | 2026-10-11T05:08Z | 47 | other |
mcp-registry/io.github.theluckystrike/packing-slip-cartons-shipment-weights | 2026-10-11T04:21Z | 2026-10-11T05:08Z | 47 | other |
mcp-registry/io.github.theluckystrike/currency-exchange | 2026-10-11T04:21Z | 2026-10-11T05:02Z | 41 | other |
mcp-registry/io.github.theluckystrike/glossary-terms-definitions-library | 2026-10-11T04:21Z | 2026-10-11T05:09Z | 47 | other |
mcp-registry/io.github.mcp-dir/tribunal_trt9_processo-mcp | 2026-10-11T04:21Z | 2026-10-11T05:23Z | 61 | http_5xx |
mcp-registry/io.github.theluckystrike/billing-docs-credit-notes-purchase-orders | 2026-10-11T04:21Z | 2026-10-11T05:09Z | 48 | other |
mcp-registry/io.github.theluckystrike/subscription-manager-track-renewals | 2026-10-11T04:22Z | 2026-10-11T05:10Z | 48 | other |
mcp-registry/io.github.theluckystrike/itinerary-travel-plan-schedule-events | 2026-10-11T04:23Z | 2026-10-11T05:09Z | 47 | other |
mcp-registry/io.github.theluckystrike/scope-change | 2026-10-11T04:23Z | 2026-10-11T05:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/maintenance-log | 2026-10-11T04:23Z | 2026-10-11T05:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/checklist | 2026-10-11T04:23Z | 2026-10-11T05:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/calendar-ics-reader-events-freebusy-conflicts | 2026-10-11T04:23Z | 2026-10-11T05:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/lease-schedule | 2026-10-11T04:23Z | 2026-10-11T05:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/contract-clause-library-proposal-template-docx | 2026-10-11T04:23Z | 2026-10-11T05:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/bill-of-sale | 2026-10-11T04:23Z | 2026-10-11T05:04Z | 41 | other |
mcp-registry/io.github.theluckystrike/quotes-estimates-proposals-vat-win-rate | 2026-10-11T04:23Z | 2026-10-11T05:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/timezone-world-clock-meeting-slots-overlap-ics | 2026-10-11T04:23Z | 2026-10-11T05:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/merge-pdf | 2026-10-11T04:23Z | 2026-10-11T05:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/cashflow | 2026-10-11T04:23Z | 2026-10-11T05:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/per-diem | 2026-10-11T04:24Z | 2026-10-11T05:00Z | 36 | other |
mcp-registry/io.github.theluckystrike/appointment | 2026-10-11T04:24Z | 2026-10-11T05:11Z | 47 | other |
mcp-registry/io.github.theluckystrike/delegacja | 2026-10-11T04:24Z | 2026-10-11T05:04Z | 40 | other |
mcp-registry/io.github.theluckystrike/categorize-transactions | 2026-10-11T04:24Z | 2026-10-11T05:00Z | 36 | other |
mcp-registry/io.github.theluckystrike/delivery-schedule | 2026-10-11T04:24Z | 2026-10-11T05:00Z | 36 | other |
mcp-registry/io.github.theluckystrike/trial-balance | 2026-10-11T04:24Z | 2026-10-11T05:00Z | 36 | other |
mcp-registry/io.github.theluckystrike/pivot | 2026-10-11T04:24Z | 2026-10-11T05:00Z | 36 | other |
mcp-registry/io.github.theluckystrike/backlink-checker | 2026-10-11T04:24Z | 2026-10-11T05:00Z | 36 | other |
mcp-registry/io.github.theluckystrike/recurring-invoice-scheduler-subscription-billing-due-reminders | 2026-10-11T04:24Z | 2026-10-11T05:00Z | 36 | other |
mcp-registry/io.github.theluckystrike/work-order | 2026-10-11T04:24Z | 2026-10-11T05:00Z | 36 | other |
mcp-registry/io.github.theluckystrike/onboarding | 2026-10-11T04:27Z | 2026-10-11T05:02Z | 36 | other |
mcp-registry/io.github.theluckystrike/time-tracking | 2026-10-11T04:27Z | 2026-10-11T05:02Z | 36 | other |
mcp-registry/io.github.theluckystrike/imprest-account | 2026-10-11T04:27Z | 2026-10-11T05:02Z | 36 | other |
mcp-registry/io.github.theluckystrike/estimate-template | 2026-10-11T04:27Z | 2026-10-11T05:03Z | 36 | other |
mcp-registry/io.github.theluckystrike/docx | 2026-10-11T04:27Z | 2026-10-11T05:03Z | 36 | other |
mcp-registry/io.github.theluckystrike/timer-tracking | 2026-10-11T04:27Z | 2026-10-11T05:03Z | 36 | other |
mcp-registry/io.github.theluckystrike/scheduling | 2026-10-11T04:28Z | 2026-10-11T05:04Z | 36 | other |
mcp-registry/io.github.theluckystrike/supplier-list | 2026-10-11T04:28Z | 2026-10-11T05:04Z | 36 | other |
mcp-registry/io.github.theluckystrike/cash-book | 2026-10-11T04:28Z | 2026-10-11T05:04Z | 36 | other |
mcp-registry/io.github.theluckystrike/petty-cash | 2026-10-11T04:28Z | 2026-10-11T05:05Z | 36 | other |
mcp-registry/io.github.theluckystrike/pdf-merger | 2026-10-11T04:28Z | 2026-10-11T05:05Z | 36 | other |
mcp-registry/io.github.theluckystrike/spreadsheet-builder | 2026-10-11T04:28Z | 2026-10-11T05:05Z | 36 | other |
mcp-registry/io.github.theluckystrike/business-expenses | 2026-10-11T04:28Z | 2026-10-11T05:05Z | 36 | other |
mcp-registry/io.github.theluckystrike/currency-converter-ecb-rates-daily-keyless | 2026-10-11T04:28Z | 2026-10-11T05:05Z | 36 | other |
mcp-registry/dev.rendraputra/100pro-token-risk | 2026-10-11T04:29Z | 2026-10-11T05:00Z | 31 | http_5xx |
mcp-registry/org.duckdns.aiworker/aiworker-data | 2026-10-11T04:29Z | null | 10,054 | timeout |
mcp-registry/com.attestvio/site | 2026-10-11T04:47Z | 2026-10-11T05:19Z | 32 | other |
mcp-registry/com.carbikly/site | 2026-10-11T04:47Z | 2026-10-11T05:19Z | 32 | other |
mcp-registry/com.runbookdesk/site | 2026-10-11T04:47Z | 2026-10-11T05:19Z | 32 | other |
mcp-registry/com.medcontra/site | 2026-10-11T04:47Z | 2026-10-11T05:19Z | 32 | other |
mcp-registry/com.rollcallworks/site | 2026-10-11T04:47Z | 2026-10-11T05:19Z | 32 | other |
mcp-registry/com.weekrota/site | 2026-10-11T04:47Z | 2026-10-11T05:19Z | 32 | other |
mcp-registry/com.orderpadledger/site | 2026-10-11T04:47Z | 2026-10-11T05:19Z | 32 | other |
mcp-registry/com.doorsetbook/site | 2026-10-11T04:47Z | 2026-10-11T05:19Z | 32 | other |
mcp-registry/com.excurvo/site | 2026-10-11T04:54Z | 2026-10-11T05:25Z | 31 | other |
mcp-registry/com.mandatzo/site | 2026-10-11T04:54Z | 2026-10-11T05:25Z | 31 | other |
mcp-registry/com.lugtorq/site | 2026-10-11T04:54Z | 2026-10-11T05:25Z | 31 | other |
mcp-registry/io.github.mcp-dir/mpt_pb_cnf-mcp | 2026-10-11T05:01Z | 2026-10-11T06:03Z | 62 | http_5xx |
mcp-registry/io.github.mcp-dir/cpf_cadastral_plus-mcp | 2026-10-11T05:01Z | 2026-10-11T06:03Z | 62 | http_5xx |
mcp-registry/io.github.isaacaskew/venunite-events | 2026-10-11T05:05Z | 2026-10-12T07:10Z | 1,565 | http_5xx |
mcp-registry/io.github.theluckystrike/time-tracking-billing-hours | 2026-10-11T05:18Z | 2026-10-11T06:05Z | 48 | other |
mcp-registry/io.github.theluckystrike/bill-of-sale | 2026-10-11T05:18Z | 2026-10-11T06:05Z | 47 | other |
mcp-registry/io.github.theluckystrike/deposits | 2026-10-11T05:18Z | 2026-10-11T06:05Z | 48 | other |
mcp-registry/io.github.theluckystrike/expenses-tracker | 2026-10-11T05:18Z | 2026-10-11T06:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/job-card | 2026-10-11T05:18Z | 2026-10-11T06:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/new-hire-onboarding-tasks | 2026-10-11T05:18Z | 2026-10-11T06:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/onboarding-checklist-inspection-runs | 2026-10-11T05:18Z | 2026-10-11T06:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/receipt-expense-scanner-reports | 2026-10-11T05:18Z | 2026-10-11T06:05Z | 47 | other |
mcp-registry/io.github.theluckystrike/templates | 2026-10-11T05:18Z | 2026-10-11T06:05Z | 47 | other |
mcp-registry/io.github.theluckystrike/packing-list | 2026-10-11T05:19Z | 2026-10-11T06:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/invoice-maker | 2026-10-11T05:19Z | 2026-10-11T06:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/freelance-invoice | 2026-10-11T05:19Z | 2026-10-11T06:06Z | 48 | other |
mcp-registry/io.github.theluckystrike/docx-document-generator-proposal-contract-markdown | 2026-10-11T05:19Z | 2026-10-11T06:06Z | 48 | other |
End of preview. Expand in Data Studio
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-W42 · servers: 15,107 · outages of 30+ minutes in the last 7 days: 13,591
- How it is measured: each server is probed with the MCP initialize handshake and
tools/listonly; 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).
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