We track 47728 servers from the official MCP Registry. 31155 are hosted (remote); we have health-checked 30887 so far. 275 use templated URLs that need user-specific values and can't be checked. Of those checked, 16948 passed a full MCP handshake, 8557 are up but need credentials, and 5382 failed or were unreachable (last check 2026-10-21T14:46:13.150Z UTC). How we check.
| Server | Users (30 d) | Handshake | Auth | Tools | Latency | Last checked (UTC) | Category |
|---|---|---|---|---|---|---|---|
| Media Ops — Transcript Audit — Brightwell Partners (4f00a8c9) com.a2awire/benchmark-transcript-audit-2026-09-19-4f00a8c9 | 0 | Healthy | None | 24 | 1354 ms | 2026-10-21T02:01:02.816Z | agents-and-memory |
| AWS Cloud Service Updates & Announcements — buy per-query (awswhatsnew) com.a2awire/data-aws-news-cloud-service-update-announcement | 0 | Healthy | None | 16 | 1208 ms | 2026-10-21T02:01:02.794Z | cloud-and-infra |
| 80% Silver Melt Calculator com.80percentsilver/silver-melt | 0 | Healthy | None | 3 | 2222 ms | 2026-10-21T02:01:02.740Z | search-and-web |
| Trending AI Papers — buy per-query in-session (hfpaperwatch) com.a2awire/data-ai-paper-daily-paper-trending-research | 0 | Healthy | None | 16 | 1011 ms | 2026-10-21T02:01:02.597Z | crypto-web3 |
| Ars Technica Tech & Hardware News — buy per-query in-session (arstechnicawatch) com.a2awire/data-arstechnica-hardware-news-tech-it | 0 | Healthy | None | 16 | 1644 ms | 2026-10-21T02:01:02.467Z | search-and-web |
| Agent Tool Release Tracker — buy per-query in-session (techlaunchwatch) com.a2awire/data-agent-tool-release-tech-announcement-tracker | 0 | Healthy | None | 16 | 962 ms | 2026-10-21T02:01:01.892Z | agents-and-memory |
| Payroll Ops — Timesheet Audit — Marlowe Partners (301c061b) com.a2awire/benchmark-timesheet-audit-2026-09-15-301c061b | 0 | Healthy | None | 24 | 1082 ms | 2026-10-21T02:01:01.787Z | agents-and-memory |
| TechCrunch AI News — buy per-query in-session (techcrunchai) com.a2awire/data-ai-news-ai-industry-news-ml | 0 | Healthy | None | 16 | 1117 ms | 2026-10-21T02:01:01.592Z | search-and-web |
| New Hugging Face Spaces — AI App Demo Discovery (hfspaces) com.a2awire/data-ai-app-demo-huggingface-spaces-discovery | 0 | Healthy | None | 16 | 1040 ms | 2026-10-21T02:01:01.475Z | crypto-web3 |
| Consumer Ops — Warranty Claim Review — Kestrel Retail Group (42175383) com.a2awire/benchmark-warranty-claim-review-2026-09-16-42175383 | 0 | Healthy | None | 24 | 1094 ms | 2026-10-21T02:01:01.265Z | agents-and-memory |
| Vendor Clearance Audit com.a2awire/benchmark-vendor-clearance-audit-v1 | 0 | Healthy | None | 24 | 1044 ms | 2026-10-21T02:01:01.067Z | agents-and-memory |
| A2AWire Benchmark: Support Agent Trials - Hard Mode com.a2awire/benchmark-support-agent-trials-hard | 0 | Healthy | None | 24 | 677 ms | 2026-10-21T02:01:00.908Z | agents-and-memory |
| Customer Support QA — Ticket Triage — Quillon Partners (64b68b3e) com.a2awire/benchmark-ticket-triage-2026-09-15-64b68b3e | 0 | Healthy | None | 24 | 571 ms | 2026-10-21T02:01:00.659Z | agents-and-memory |
| E-Commerce — Return Review — Kestrel Outfitters (fb3b8adc) com.a2awire/benchmark-return-review-2026-09-11-fb3b8adc | 0 | Healthy | None | 24 | 666 ms | 2026-10-21T02:01:00.620Z | agents-and-memory |
| A2AWire Benchmark: Support Agent Trials com.a2awire/benchmark-support-agent-trials | 0 | Healthy | None | 24 | 345 ms | 2026-10-21T02:01:00.490Z | agents-and-memory |
| Support Action Gate com.a2awire/benchmark-support-action-gate-v1 | 0 | Healthy | None | 24 | 814 ms | 2026-10-21T02:01:00.433Z | agents-and-memory |
| Supplier Operations — Requisition Audit — Kestrel Procurement Co. (98e58b8b) com.a2awire/benchmark-requisition-audit-2026-09-11-98e58b8b | 0 | Healthy | None | 24 | 457 ms | 2026-10-21T02:01:00.384Z | agents-and-memory |
| Production Schedule Optimizer com.a2awire/benchmark-production-schedule-optimizer-v1 | 0 | Healthy | None | 24 | 714 ms | 2026-10-21T02:01:00.361Z | agents-and-memory |
| Talent Ops — Resume Review — Kestrel Logistics (7185eb28) com.a2awire/benchmark-resume-review-2026-09-19-7185eb28 | 0 | Healthy | None | 24 | 692 ms | 2026-10-21T02:01:00.174Z | agents-and-memory |
| Talent Ops — Resume Screen — Kestrel Logistics (fcdc3b8f) com.a2awire/benchmark-resume-screen-2026-09-18-fcdc3b8f | 0 | Healthy | None | 24 | 1060 ms | 2026-10-21T02:00:59.659Z | agents-and-memory |
| Finance Ops — Report Review — Northgate Advisors (f72b2bd5) com.a2awire/benchmark-report-review-2026-09-23-f72b2bd5 | 0 | Healthy | None | 24 | 709 ms | 2026-10-21T02:00:59.606Z | agents-and-memory |
| Accounts Payable — Resume Audit — Verdant Springs Services Group (66514bc8) com.a2awire/benchmark-resume-audit-2026-10-02-66514bc8 | 0 | Healthy | None | 24 | 900 ms | 2026-10-21T02:00:59.372Z | agents-and-memory |
| Accounts Payable — Record Audit — Verdant Springs Services Group (16725bbb) com.a2awire/benchmark-record-audit-2026-09-21-16725bbb | 0 | Healthy | None | 24 | 852 ms | 2026-10-21T02:00:59.367Z | agents-and-memory |
| A2AWire Benchmark: Predict the News com.a2awire/benchmark-predict-the-news | 0 | Healthy | None | 24 | 699 ms | 2026-10-21T02:00:59.249Z | agents-and-memory |
| Customer Onboarding — Onboarding Document Review — Quillon Operations (38029b5d) com.a2awire/benchmark-onboarding-document-review-2026-09-18-38029b5d | 0 | Healthy | None | 24 | 842 ms | 2026-10-21T02:00:59.248Z | agents-and-memory |
| Finance Ops — Report Audit — Northgate Services Group (b9e5e630) com.a2awire/benchmark-report-audit-2026-09-21-b9e5e630 | 0 | Healthy | None | 24 | 944 ms | 2026-10-21T02:00:59.236Z | agents-and-memory |
| Accounts Payable — Record Review — Verdant Springs Services Group (4f9382bf) com.a2awire/benchmark-record-review-2026-09-24-4f9382bf | 0 | Healthy | None | 24 | 963 ms | 2026-10-21T02:00:59.070Z | agents-and-memory |
| Finance Ops — Medical Record Review — Northgate Services Group (dd8c58b7) com.a2awire/benchmark-medical-record-review-2026-09-21-dd8c58b7 | 0 | Healthy | None | 24 | 795 ms | 2026-10-21T02:00:59.069Z | agents-and-memory |
| Borrower Operations — Loan Application Review — Fenwick & Rowe Operations (61b5d8c8) com.a2awire/benchmark-loan-application-review-2026-09-11-61b5d8c8 | 0 | Healthy | None | 24 | 826 ms | 2026-10-21T02:00:58.990Z | agents-and-memory |
| E-Commerce — Refund Request Audit — Kestrel Outfitters (2b20046e) com.a2awire/benchmark-refund-request-audit-2026-09-10-2b20046e | 0 | Healthy | None | 24 | 767 ms | 2026-10-21T02:00:58.870Z | agents-and-memory |
| Accounts Payable — Freight Bill Reconcile — Verdant Springs Services Group (24f53095) com.a2awire/benchmark-freight-bill-reconcile-2026-09-15-24f53095 | 0 | Healthy | None | 24 | 652 ms | 2026-10-21T02:00:58.844Z | agents-and-memory |
| Accounts Payable — Freight Bill Validate — Verdant Springs Outfitters (5c17ece8) com.a2awire/benchmark-freight-bill-validate-2026-09-17-5c17ece8 | 0 | Healthy | None | 24 | 672 ms | 2026-10-21T02:00:58.844Z | agents-and-memory |
| Finance Ops — Launch Recurring Bill Audit — Northgate Services Group (ebc0f6a3) com.a2awire/benchmark-launch-recurring-bill-audit-2026-09-16-ebc0f6a3 | 0 | Healthy | None | 24 | 537 ms | 2026-10-21T02:00:58.715Z | agents-and-memory |
| Trust & Safety — Moderation Case Review — Kestrel Services Group (ba3b90e4) com.a2awire/benchmark-moderation-case-review-2026-09-19-ba3b90e4 | 0 | Healthy | None | 24 | 439 ms | 2026-10-21T02:00:58.580Z | agents-and-memory |
| Nonprofit Ops — Grant Report Review — Brightwell Operations (9189341d) com.a2awire/benchmark-grant-report-review-2026-09-17-9189341d | 0 | Healthy | None | 24 | 533 ms | 2026-10-21T02:00:58.570Z | agents-and-memory |
| Sales Ops — Commission Statement Review — Quillon Operations (f8485f73) com.a2awire/benchmark-commission-statement-review-2026-09-17-f8485f73 | 0 | Healthy | None | 24 | 432 ms | 2026-10-21T02:00:58.478Z | agents-and-memory |
| Accounts Payable — Freight Bill Screen — Verdant Springs Services Group (8d42472e) com.a2awire/benchmark-freight-bill-screen-2026-09-24-8d42472e | 0 | Healthy | None | 24 | 565 ms | 2026-10-21T01:56:07.285Z | agents-and-memory |
| Accounts Payable — Invoice Reconcile — Verdant Springs Services Group (9888f269) com.a2awire/benchmark-invoice-reconcile-2026-09-23-9888f269 | 0 | Healthy | None | 24 | 410 ms | 2026-10-21T01:56:07.181Z | agents-and-memory |
| Accounts Payable — Freight Bill Review — Verdant Springs Industrial Supply (6c5a409b) com.a2awire/benchmark-freight-bill-review-2026-09-14-6c5a409b | 0 | Healthy | None | 24 | 405 ms | 2026-10-21T01:56:06.988Z | agents-and-memory |
| Accounts Payable — Freight Bill Audit — Verdant Springs Industrial Supply (4aaa7ae2) com.a2awire/benchmark-freight-bill-audit-2026-09-14-4aaa7ae2 | 0 | Healthy | None | 24 | 634 ms | 2026-10-21T01:56:06.793Z | agents-and-memory |
| SocialDataX X / Twitter MCP com.52choujiang/x-insights | 0 | Healthy | None | 21 | 770 ms | 2026-10-21T01:56:06.519Z | ai-and-media |
| A2A Orbit com.a2aorbit/orbit | 0 | Healthy | None | 31 | 676 ms | 2026-10-21T01:56:06.272Z | productivity |
| Finance Ops — Launch Recurring Bill Reconcile — Northgate Apartments (c9c2481b) com.a2awire/benchmark-launch-recurring-bill-reconcile-2026-09-17-c9c2481b | 0 | Healthy | None | 24 | 741 ms | 2026-10-21T01:56:06.258Z | agents-and-memory |
| Finance Ops — Document Review — Northgate Services Group (6e5a2dd9) com.a2awire/benchmark-document-review-2026-10-02-6e5a2dd9 | 0 | Healthy | None | 24 | 664 ms | 2026-10-21T01:56:06.183Z | agents-and-memory |
| Finance Ops — Application Review — Northgate Services Group (4229ca88) com.a2awire/benchmark-application-review-2026-09-15-4229ca88 | 0 | Healthy | None | 24 | 739 ms | 2026-10-21T01:56:06.179Z | agents-and-memory |
| Data Ops — Data Record Audit — Kestrel Advisors (ec80e494) com.a2awire/benchmark-data-record-audit-2026-09-19-ec80e494 | 0 | Healthy | None | 24 | 597 ms | 2026-10-21T01:56:06.120Z | agents-and-memory |
| Inventory Ledger Reconciliation com.a2awire/benchmark-inventory-ledger-reconciliation-v1 | 0 | Healthy | None | 24 | 824 ms | 2026-10-21T01:56:06.118Z | agents-and-memory |
| Policyholder Operations — Claim Review — Quillon Indemnity Co. (4cd7d405) com.a2awire/benchmark-claim-review-2026-09-10-4cd7d405 | 0 | Healthy | None | 24 | 743 ms | 2026-10-21T01:56:06.051Z | agents-and-memory |
| SocialDataX 小红书 Xiaohongshu XHS RedNote MCP com.52choujiang/xhs-insights | 0 | Healthy | None | 36 | 1192 ms | 2026-10-21T01:56:06.012Z | productivity |
| Healthcare Revenue Cycle — Coded Claim Audit — Fenwick & Rowe Services Group (a7b04acd) com.a2awire/benchmark-coded-claim-audit-2026-09-14-a7b04acd | 0 | Healthy | None | 24 | 626 ms | 2026-10-21T01:56:05.947Z | agents-and-memory |
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