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/bill-of-sale | 2026-10-12T00:18Z | 2026-10-12T01:01Z | 42 | other |
mcp-registry/io.github.theluckystrike/lease-schedule | 2026-10-12T00:18Z | 2026-10-12T01:07Z | 49 | other |
mcp-registry/io.github.theluckystrike/invoice-generator | 2026-10-12T00:19Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/currency-converter-ecb-rates-daily-keyless | 2026-10-12T00:19Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/business-expenses | 2026-10-12T00:19Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/spreadsheet-builder | 2026-10-12T00:19Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/purchase-order | 2026-10-12T00:19Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/sow | 2026-10-12T00:19Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/maintenance-schedule | 2026-10-12T00:19Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/timer-tracking | 2026-10-12T00:19Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/glossary-terms-definitions-library | 2026-10-12T00:19Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/pdf-splitter | 2026-10-12T00:19Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/itinerary-travel-plan-schedule-events | 2026-10-12T00:19Z | 2026-10-12T01:07Z | 48 | other |
mcp-registry/io.github.theluckystrike/catalogue | 2026-10-12T00:20Z | 2026-10-12T01:08Z | 49 | other |
mcp-registry/io.github.theluckystrike/time-tracking-billing-hours | 2026-10-12T00:20Z | 2026-10-12T01:08Z | 49 | other |
mcp-registry/io.github.theluckystrike/deposits | 2026-10-12T00:20Z | 2026-10-12T01:08Z | 49 | other |
mcp-registry/io.github.theluckystrike/new-hire-onboarding-tasks | 2026-10-12T00:20Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/job-card | 2026-10-12T00:20Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/barcode-qr-code-sepa-payment-ean13 | 2026-10-12T00:21Z | 2026-10-12T01:09Z | 48 | other |
mcp-registry/io.github.theluckystrike/scope-change | 2026-10-12T00:21Z | 2026-10-12T01:09Z | 49 | other |
mcp-registry/io.github.theluckystrike/appointment | 2026-10-12T00:21Z | 2026-10-12T01:09Z | 48 | other |
mcp-registry/io.github.theluckystrike/leave | 2026-10-12T00:22Z | 2026-10-12T01:02Z | 41 | other |
mcp-registry/io.github.theluckystrike/calendar-ics-reader-events-freebusy-conflicts | 2026-10-12T00:22Z | 2026-10-12T01:10Z | 49 | other |
mcp-registry/io.github.theluckystrike/checklist | 2026-10-12T00:22Z | 2026-10-12T01:10Z | 49 | other |
mcp-registry/io.github.theluckystrike/billing-docs-credit-notes-purchase-orders | 2026-10-12T00:22Z | 2026-10-12T01:10Z | 49 | other |
mcp-registry/io.github.theluckystrike/docx-document-generator-proposal-contract-markdown | 2026-10-12T00:22Z | 2026-10-12T01:10Z | 49 | other |
mcp-registry/io.github.theluckystrike/onboarding-goods-receipt-inspection-runs | 2026-10-12T00:22Z | 2026-10-12T01:10Z | 49 | other |
mcp-registry/io.github.theluckystrike/fixed-assets | 2026-10-12T00:22Z | 2026-10-12T01:10Z | 49 | other |
mcp-registry/io.github.theluckystrike/estimate-template | 2026-10-12T00:22Z | 2026-10-12T01:10Z | 49 | other |
mcp-registry/io.github.theluckystrike/docx | 2026-10-12T00:22Z | 2026-10-12T01:10Z | 49 | other |
mcp-registry/io.github.theluckystrike/scheduling | 2026-10-12T00:22Z | 2026-10-12T01:10Z | 49 | other |
mcp-registry/io.github.theluckystrike/delegacja | 2026-10-12T00:22Z | 2026-10-12T01:03Z | 41 | other |
mcp-registry/io.github.theluckystrike/cash-book | 2026-10-12T00:22Z | null | 10,076 | other |
mcp-registry/io.github.theluckystrike/supplier-list | 2026-10-12T00:22Z | null | 10,076 | other |
mcp-registry/io.github.theluckystrike/onboarding-checklist-inspection-runs | 2026-10-12T00:22Z | null | 10,076 | other |
mcp-registry/io.github.theluckystrike/backlink-checker | 2026-10-12T00:22Z | null | 10,076 | other |
mcp-registry/io.github.theluckystrike/per-diem | 2026-10-12T00:22Z | null | 10,076 | other |
mcp-registry/io.github.theluckystrike/recurring-invoice-scheduler-subscription-billing-due-reminders | 2026-10-12T00:22Z | null | 10,076 | other |
mcp-registry/io.github.theluckystrike/delivery-schedule | 2026-10-12T00:22Z | null | 10,075 | other |
mcp-registry/io.github.theluckystrike/thumbnails | 2026-10-12T00:23Z | 2026-10-12T01:04Z | 41 | other |
mcp-registry/io.github.theluckystrike/service-agreement | 2026-10-12T00:23Z | 2026-10-12T01:11Z | 49 | other |
mcp-registry/io.github.theluckystrike/bank-statement-pdf | 2026-10-12T00:23Z | 2026-10-12T01:11Z | 49 | other |
mcp-registry/io.github.theluckystrike/freelance-invoice | 2026-10-12T00:23Z | 2026-10-12T01:11Z | 49 | other |
mcp-registry/io.github.theluckystrike/invoice-maker | 2026-10-12T00:23Z | 2026-10-12T01:11Z | 49 | other |
mcp-registry/io.github.theluckystrike/contract-clause-library-proposal-template-docx | 2026-10-12T00:23Z | 2026-10-12T01:00Z | 37 | other |
mcp-registry/io.github.theluckystrike/trial-balance | 2026-10-12T00:23Z | 2026-10-12T01:00Z | 37 | other |
mcp-registry/io.github.theluckystrike/subscription-manager-track-renewals | 2026-10-12T00:23Z | 2026-10-12T01:00Z | 37 | other |
mcp-registry/io.github.theluckystrike/maintenance-log | 2026-10-12T00:23Z | 2026-10-12T01:00Z | 37 | other |
mcp-registry/io.github.theluckystrike/currency-exchange | 2026-10-12T00:23Z | 2026-10-12T01:06Z | 43 | other |
mcp-registry/io.github.theluckystrike/timezone-world-clock-meeting-slots-overlap-ics | 2026-10-12T00:24Z | 2026-10-12T01:02Z | 38 | other |
mcp-registry/io.github.theluckystrike/price-tracker-drop-alert-watch | 2026-10-12T00:24Z | 2026-10-12T01:01Z | 37 | other |
mcp-registry/io.github.theluckystrike/pivot | 2026-10-12T00:25Z | 2026-10-12T01:02Z | 38 | other |
mcp-registry/io.github.theluckystrike/work-order | 2026-10-12T00:25Z | 2026-10-12T01:02Z | 38 | other |
mcp-registry/io.github.theluckystrike/packing-list | 2026-10-12T00:26Z | 2026-10-12T01:03Z | 37 | other |
mcp-registry/io.github.theluckystrike/asset-register | 2026-10-12T00:26Z | 2026-10-12T01:03Z | 37 | other |
mcp-registry/io.github.theluckystrike/petty-cash | 2026-10-12T00:26Z | 2026-10-12T01:03Z | 37 | other |
mcp-registry/io.github.theluckystrike/packing-slip-cartons-shipment-weights | 2026-10-12T00:27Z | 2026-10-12T01:03Z | 37 | other |
mcp-registry/io.github.theluckystrike/onboarding | 2026-10-12T00:27Z | 2026-10-12T01:03Z | 36 | other |
mcp-registry/io.github.theluckystrike/pdf-merger | 2026-10-12T00:27Z | 2026-10-12T01:04Z | 37 | other |
mcp-registry/io.github.theluckystrike/kanban-todo-tasks-projects-board | 2026-10-12T00:27Z | 2026-10-12T01:04Z | 37 | other |
mcp-registry/io.github.theluckystrike/quotes-estimates-proposals-vat-win-rate | 2026-10-12T00:27Z | 2026-10-12T01:04Z | 37 | other |
mcp-registry/io.github.theluckystrike/merge-pdf | 2026-10-12T00:27Z | 2026-10-12T01:04Z | 37 | other |
mcp-registry/io.github.theluckystrike/cashflow | 2026-10-12T00:27Z | 2026-10-12T01:04Z | 37 | other |
mcp-registry/io.github.theluckystrike/expense-tracker-receipts-mileage | 2026-10-12T00:28Z | 2026-10-12T01:04Z | 36 | other |
mcp-registry/io.github.theluckystrike/terms | 2026-10-12T00:28Z | 2026-10-12T01:04Z | 36 | other |
mcp-registry/io.github.theluckystrike/subscriptions | 2026-10-12T00:28Z | 2026-10-12T01:04Z | 36 | other |
mcp-registry/io.github.theluckystrike/expenses-tracker | 2026-10-12T00:28Z | 2026-10-12T01:05Z | 37 | other |
mcp-registry/io.github.theluckystrike/imprest-account | 2026-10-12T00:28Z | 2026-10-12T01:05Z | 37 | other |
mcp-registry/blue.brick/hub | 2026-10-12T00:30Z | 2026-10-13T02:35Z | 1,564 | http_5xx |
mcp-registry/com.runbookdesk/site | 2026-10-12T00:49Z | 2026-10-12T01:22Z | 32 | other |
mcp-registry/com.upkeepvo/site | 2026-10-12T00:49Z | 2026-10-12T01:22Z | 32 | other |
mcp-registry/com.redpanda/docs-mcp | 2026-10-12T00:51Z | 2026-10-12T06:57Z | 366 | rate_limit |
mcp-registry/io.github.mcp-dir/cnd_municipal-mcp | 2026-10-12T01:02Z | 2026-10-12T02:03Z | 62 | timeout |
mcp-registry/io.github.mcp-dir/tribunal_tjsp_eproc_lista-mcp | 2026-10-12T01:05Z | 2026-10-12T02:06Z | 61 | http_5xx |
mcp-registry/io.github.sarduine13-star/botguard-pro | 2026-10-12T01:08Z | null | 10,030 | http_4xx |
mcp-registry/io.github.theluckystrike/catalogue | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/deposits | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/time-tracking-billing-hours | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/pdf-splitter | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/invoice-generator | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/glossary-terms-definitions-library | 2026-10-12T01:21Z | 2026-10-12T02:09Z | 48 | other |
mcp-registry/io.github.theluckystrike/currency-converter-ecb-rates-daily-keyless | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/purchase-order | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/sow | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/spreadsheet-builder | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/timer-tracking | 2026-10-12T01:21Z | 2026-10-12T02:09Z | 48 | other |
mcp-registry/io.github.theluckystrike/maintenance-schedule | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/appointment | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 47 | other |
mcp-registry/io.github.theluckystrike/business-expenses | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 48 | other |
mcp-registry/io.github.theluckystrike/barcode-qr-code-sepa-payment-ean13 | 2026-10-12T01:21Z | 2026-10-12T02:08Z | 47 | other |
mcp-registry/io.github.theluckystrike/job-card | 2026-10-12T01:21Z | 2026-10-12T02:09Z | 48 | other |
mcp-registry/io.github.theluckystrike/new-hire-onboarding-tasks | 2026-10-12T01:21Z | 2026-10-12T02:09Z | 48 | other |
mcp-registry/io.github.theluckystrike/scope-change | 2026-10-12T01:21Z | 2026-10-12T02:09Z | 47 | other |
mcp-registry/io.github.theluckystrike/bill-of-sale | 2026-10-12T01:22Z | 2026-10-12T02:02Z | 41 | other |
mcp-registry/io.github.theluckystrike/onboarding-goods-receipt-inspection-runs | 2026-10-12T01:22Z | 2026-10-12T02:10Z | 48 | other |
mcp-registry/io.github.theluckystrike/calendar-ics-reader-events-freebusy-conflicts | 2026-10-12T01:22Z | 2026-10-12T02:10Z | 48 | other |
mcp-registry/io.github.theluckystrike/docx-document-generator-proposal-contract-markdown | 2026-10-12T01:23Z | 2026-10-12T02:10Z | 48 | other |
mcp-registry/io.github.theluckystrike/fixed-assets | 2026-10-12T01:23Z | 2026-10-12T02:10Z | 48 | other |
mcp-registry/io.github.theluckystrike/docx | 2026-10-12T01:23Z | 2026-10-12T02:11Z | 48 | other |
mcp-registry/io.github.theluckystrike/estimate-template | 2026-10-12T01:23Z | 2026-10-12T02:11Z | 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-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/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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