We track 46698 servers from the official MCP Registry. 30353 are hosted (remote); we have health-checked 30085 so far. 272 use templated URLs that need user-specific values and can't be checked. Of those checked, 16567 passed a full MCP handshake, 8243 are up but need credentials, and 5275 failed or were unreachable (last check 2026-10-20T00:31:04.440Z UTC). How we check.
| Server | Users (30 d) | Handshake | Auth | Tools | Latency | Last checked (UTC) | Category |
|---|---|---|---|---|---|---|---|
| Finance Ops — Report Review — Northgate Advisors (f72b2bd5) com.a2awire/benchmark-report-review-2026-09-23-f72b2bd5 | 0 | Healthy | None | 24 | 985 ms | 2026-10-19T17:06:08.953Z | agents-and-memory |
| Talent Ops — Resume Screen — Kestrel Logistics (fcdc3b8f) com.a2awire/benchmark-resume-screen-2026-09-18-fcdc3b8f | 0 | Healthy | None | 24 | 880 ms | 2026-10-19T17:06:08.900Z | 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 | 1197 ms | 2026-10-19T17:06:08.843Z | agents-and-memory |
| Finance Ops — Report Audit — Northgate Services Group (b9e5e630) com.a2awire/benchmark-report-audit-2026-09-21-b9e5e630 | 0 | Healthy | None | 24 | 848 ms | 2026-10-19T17:06:08.799Z | 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 | 835 ms | 2026-10-19T17:06:08.736Z | 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 | 1153 ms | 2026-10-19T17:06:08.559Z | 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 | 817 ms | 2026-10-19T17:06:08.343Z | 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 | 1327 ms | 2026-10-19T17:06:08.230Z | 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 | 1275 ms | 2026-10-19T17:06:08.099Z | agents-and-memory |
| A2AWire Benchmark: Predict the News com.a2awire/benchmark-predict-the-news | 0 | Healthy | None | 24 | 1335 ms | 2026-10-19T17:06:08.000Z | 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 | 1221 ms | 2026-10-19T17:06:07.717Z | 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 | 1526 ms | 2026-10-19T17:06:07.695Z | 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 | 1086 ms | 2026-10-19T17:06:07.649Z | 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 | 1410 ms | 2026-10-19T17:06:07.434Z | 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 | 981 ms | 2026-10-19T17:06:07.335Z | 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 | 1306 ms | 2026-10-19T17:06:07.321Z | 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 | 818 ms | 2026-10-19T17:06:07.319Z | 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 | 1191 ms | 2026-10-19T17:06:07.271Z | 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 | 1701 ms | 2026-10-19T17:06:07.225Z | 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 | 1325 ms | 2026-10-19T17:06:06.983Z | 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 | 1266 ms | 2026-10-19T17:06:06.896Z | agents-and-memory |
| Finance Ops — Launch Recurring Bill Reconcile — Northgate Apartments (c9c2481b) com.a2awire/benchmark-launch-recurring-bill-reconcile-2026-09-17-c9c2481b | 0 | Healthy | None | 24 | 1329 ms | 2026-10-19T17:06:06.761Z | agents-and-memory |
| Inventory Ledger Reconciliation com.a2awire/benchmark-inventory-ledger-reconciliation-v1 | 0 | Healthy | None | 24 | 1100 ms | 2026-10-19T17:06:06.717Z | agents-and-memory |
| A2A Orbit com.a2aorbit/orbit | 0 | Healthy | None | 31 | 1086 ms | 2026-10-19T17:06:05.928Z | productivity |
| Data Ops — Data Record Audit — Kestrel Advisors (ec80e494) com.a2awire/benchmark-data-record-audit-2026-09-19-ec80e494 | 0 | Healthy | None | 24 | 1083 ms | 2026-10-19T17:06:05.890Z | agents-and-memory |
| Finance Ops — Document Review — Northgate Services Group (6e5a2dd9) com.a2awire/benchmark-document-review-2026-10-02-6e5a2dd9 | 0 | Healthy | None | 24 | 1048 ms | 2026-10-19T17:06:05.797Z | agents-and-memory |
| Finance Ops — Application Review — Northgate Services Group (4229ca88) com.a2awire/benchmark-application-review-2026-09-15-4229ca88 | 0 | Healthy | None | 24 | 821 ms | 2026-10-19T17:06:05.379Z | agents-and-memory |
| Policyholder Operations — Claim Review — Quillon Indemnity Co. (4cd7d405) com.a2awire/benchmark-claim-review-2026-09-10-4cd7d405 | 0 | Healthy | None | 24 | 812 ms | 2026-10-19T17:06:05.349Z | agents-and-memory |
| Healthcare Revenue Cycle — Coded Claim Review — Fenwick & Rowe Services Group (eed490ea) com.a2awire/benchmark-coded-claim-review-2026-09-14-eed490ea | 0 | Healthy | None | 24 | 1124 ms | 2026-10-19T17:06:05.339Z | agents-and-memory |
| 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 | 852 ms | 2026-10-19T17:06:05.256Z | agents-and-memory |
| Trade Compliance — Custom Entry Review — Kestrel Partners (2eef943e) com.a2awire/benchmark-custom-entry-review-2026-09-17-2eef943e | 0 | Healthy | None | 24 | 1089 ms | 2026-10-19T17:06:05.127Z | agents-and-memory |
| Campaign Incrementality Audit com.a2awire/benchmark-campaign-incrementality-audit-v1 | 0 | Healthy | None | 24 | 945 ms | 2026-10-19T17:06:04.838Z | agents-and-memory |
| Catch the Overpayment com.a2awire/benchmark-catch-the-overpayment-v1 | 0 | Healthy | None | 24 | 803 ms | 2026-10-19T17:06:04.810Z | agents-and-memory |
| SocialDataX X / Twitter MCP com.52choujiang/x-insights | 0 | Healthy | None | 21 | 725 ms | 2026-10-19T17:06:04.744Z | ai-and-media |
| SocialDataX 小红书 Xiaohongshu XHS RedNote MCP com.52choujiang/xhs-insights | 0 | Healthy | None | 36 | 734 ms | 2026-10-19T17:06:04.592Z | productivity |
| Accounts Payable — Charge 3pl Invoice Audit — Verdant Springs Industrial Supply (749db5bd) com.a2awire/benchmark-charge-3pl-invoice-audit-2026-09-10-749db5bd | 0 | Healthy | None | 24 | 610 ms | 2026-10-19T17:06:04.574Z | agents-and-memory |
| Finance Ops — Application Audit — Northgate Services Group (6e0ad047) com.a2awire/benchmark-application-audit-2026-10-01-6e0ad047 | 0 | Healthy | None | 24 | 659 ms | 2026-10-19T17:06:04.507Z | agents-and-memory |
| SocialDataX 微博 Weibo MCP com.52choujiang/weibo-insights | 0 | Healthy | None | 22 | 1247 ms | 2026-10-19T17:06:04.408Z | ai-and-media |
| IT Security — Access Change Request Recertify — Alder Court Partners (b578285f) com.a2awire/benchmark-access-change-request-recertify-2026-09-15-b578285f | 0 | Healthy | None | 24 | 2233 ms | 2026-10-19T17:06:03.186Z | agents-and-memory |
| Healthcare Admin — Authorization Review — Northgate Advisors (2bd7f518) com.a2awire/benchmark-authorization-review-2026-09-16-2bd7f518 | 0 | Healthy | None | 24 | 2089 ms | 2026-10-19T17:06:03.095Z | agents-and-memory |
| 4chems Platform — IUCLID, CHESAR & QSAR Toolbox hosting com.4chems/platform-api | 0 | Healthy | None | 32 | 1320 ms | 2026-10-19T17:06:03.093Z | finance-and-payments |
| 99 Data Rooms com.99datarooms/mcp | 0 | Healthy | None | 5 | 2569 ms | 2026-10-19T17:06:02.969Z | docs-and-knowledge |
| SocialDataX 抖音 Douyin MCP com.52choujiang/douyin-insights | 0 | Healthy | None | 25 | 1963 ms | 2026-10-19T17:06:02.952Z | ai-and-media |
| SocialDataX Instagram MCP com.52choujiang/instagram-insights | 0 | Healthy | None | 15 | 1921 ms | 2026-10-19T17:06:02.952Z | marketing-and-seo |
| SocialDataX 快手 Kuaishou MCP com.52choujiang/kuaishou-insights | 0 | Healthy | None | 17 | 2367 ms | 2026-10-19T17:06:02.952Z | ai-and-media |
| SocialDataX TikTok MCP com.52choujiang/tiktok-insights | 0 | Healthy | None | 15 | 2344 ms | 2026-10-19T17:06:02.952Z | marketing-and-seo |
| SocialDataX YouTube MCP com.52choujiang/youtube-insights | 0 | Healthy | None | 12 | 1978 ms | 2026-10-19T17:06:02.952Z | marketing-and-seo |
| SocialDataX 知乎 Zhihu MCP com.52choujiang/zhihu-insights | 0 | Healthy | None | 13 | 2271 ms | 2026-10-19T17:06:02.952Z | ai-and-media |
| SocialDataX 微信 WeChat MCP com.52choujiang/wechat-channels-insights | 0 | Healthy | None | 24 | 1955 ms | 2026-10-19T17:06:02.947Z | ai-and-media |
| SocialDataX B站 Bilibili MCP com.52choujiang/bilibili-insights | 0 | Healthy | None | 24 | 2106 ms | 2026-10-19T17:06:02.941Z | ai-and-media |
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