mcpcost

30 024 servers · probed 2026-10-15

Statistics

43 845registry entries, latest versions
30 024probed: 28 100 remote, 1 924 npm and PyPI packages
19 974hosts
15 875distinct tool sets among alive servers
711alive servers that copy another tool set
428 msmedian time to initialize

Results

What every probed server answered. Hover a segment or a bar for the count, or open the table.

  1. alive16 586
  2. needs auth7 538
  3. not MCP1 755
  4. not found1 017
  5. no DNS709
  6. paid (402)449
  7. crashed on start401
  8. server error355
  9. TLS error282
  10. timeout228
  11. needs env144
  12. newer protocol132
  13. error131
  14. install failed89
  15. rate limited81
  16. needs args54
  17. refused31
  18. no executable27
  19. needs network15
as a table
ResultServersNote
alive16 58655 %
needs auth7 53825 %
not MCP1 7556 %
not found1 0173 %
no DNS7092 %
paid (402)4491 %
crashed on start4011 %
server error3551 %
TLS error2821 %
timeout2281 %
needs env1440 %
newer protocol1320 %
error1310 %
install failed890 %
rate limited810 %
needs args540 %
refused310 %
no executable270 %
needs network150 %

Token cost in Claude Opus 5.5, alive servers

Exact counts from the Anthropic count_tokens endpoint. 16 303 servers counted, 269 have a schema the API refuses.

2 737median
13 05090th percentile
49 71499th percentile
944 524maximum
2 832median in Claude Code
1.76×exact over the o200k estimate

Servers per cost band

  1. 1 054< 500
  2. 2 011500 – 1k
  3. 3 0231k – 2k
  4. 4 1842k – 5k
  5. 1 7715k – 10k
  6. 3 30110k – 20k
  7. 79620k – 50k
  8. 11250k – 100k
  9. 51100k+
as a table
TokensServers
< 5001 054
500 – 1k2 011
1k – 2k3 023
2k – 5k4 184
5k – 10k1 771
10k – 20k3 301
20k – 50k796
50k – 100k112
100k+51

Heaviest tool sets

  1. com.replynodes/mcp70 tools · mcp.replynodes.com944 524
  2. info.astroway/astrology791 tools · mcp.astroway.info917 143
  3. co.ainumbers/tools743 tools · mcp.ainumbers.co621 503
  4. io.github.whiteknightonhorse/apibase1 423 tools · apibase.pro601 523
  5. net.crawlora/crawlora-mcp2 000 tools · mcp.crawlora.net593 952
  6. com.idosgames/platform144 tools · site.idosgames.com589 572
  7. io.github.WellApp-ai/well-mcp247 tools · api.wellapp.ai514 138
  8. ai.oobeprotocol.sap.mcp/sap-mcp453 tools · mcp.sap.oobeprotocol.ai317 425
  9. io.github.Invaro/opentax15 tools · opentax.invaro.ai294 076
  10. info.astroway/vedic193 tools · mcp.astroway.info285 887
  11. io.github.duvoai/duvo393 tools · api.duvo.ai247 537
  12. dev.tanod/tanod267 tools · tanod.dev207 407
as a table
ServerTokensNote
com.replynodes/mcp944 524472 % of a 200k window
info.astroway/astrology917 143459 % of a 200k window
co.ainumbers/tools621 503311 % of a 200k window
io.github.whiteknightonhorse/apibase601 523301 % of a 200k window
net.crawlora/crawlora-mcp593 952297 % of a 200k window
com.idosgames/platform589 572295 % of a 200k window
io.github.WellApp-ai/well-mcp514 138257 % of a 200k window
ai.oobeprotocol.sap.mcp/sap-mcp317 425159 % of a 200k window
io.github.Invaro/opentax294 076147 % of a 200k window
info.astroway/vedic285 887143 % of a 200k window
io.github.duvoai/duvo247 537124 % of a 200k window
dev.tanod/tanod207 407104 % of a 200k window

All servers by token cost →

Run by run

The last 16 daily runs. Hover a point for its value.

Servers that answer and list their tools

53.054.055.010-0310-152026-10-03: 53.4 %10-03 · 53.4 %2026-10-03: 53.3 %10-03 · 53.3 %2026-10-04: 53.5 %10-04 · 53.5 %2026-10-04: 53.6 %10-04 · 53.6 %2026-10-05: 54.0 %10-05 · 54.0 %2026-10-05: 53.8 %10-05 · 53.8 %2026-10-06: 54.5 %10-06 · 54.5 %2026-10-07: 52.9 %10-07 · 52.9 %2026-10-08: 53.0 %10-08 · 53.0 %2026-10-09: 54.2 %10-09 · 54.2 %2026-10-10: 54.5 %10-10 · 54.5 %2026-10-11: 54.5 %10-11 · 54.5 %2026-10-12: 54.8 %10-12 · 54.8 %2026-10-13: 54.2 %10-13 · 54.2 %2026-10-14: 54.5 %10-14 · 54.5 %2026-10-15: 55.2 %10-15 · 55.2 %55.2 %
as a table
RunValue
2026-10-1555.2 %
2026-10-1454.5 %
2026-10-1354.2 %
2026-10-1254.8 %
2026-10-1154.5 %
2026-10-1054.5 %
2026-10-0954.2 %
2026-10-0853.0 %
2026-10-0752.9 %
2026-10-0654.5 %
2026-10-0553.8 %
2026-10-0554.0 %
2026-10-0453.6 %
2026-10-0453.5 %
2026-10-0353.3 %
2026-10-0353.4 %

Median tokens of a tool set in Claude Opus 5.5

2 2622 6302 99810-0510-152026-10-05: 2 26210-05 · 2 2622026-10-05: 2 90910-05 · 2 9092026-10-06: 2 79010-06 · 2 7902026-10-07: 2 88010-07 · 2 8802026-10-08: 2 84310-08 · 2 8432026-10-09: 2 99810-09 · 2 9982026-10-10: 2 93510-10 · 2 9352026-10-11: 2 93410-11 · 2 9342026-10-12: 2 93310-12 · 2 9332026-10-13: 2 97610-13 · 2 9762026-10-14: 2 90910-14 · 2 9092026-10-15: 2 73710-15 · 2 7372 737
as a table
RunValue
2026-10-152 737
2026-10-142 909
2026-10-132 976
2026-10-122 933
2026-10-112 934
2026-10-102 935
2026-10-092 998
2026-10-082 843
2026-10-072 880
2026-10-062 790
2026-10-052 909
2026-10-052 262

Remote servers in the registry

24 29427 15930 02410-0310-152026-10-03: 24 29410-03 · 24 2942026-10-03: 24 33110-03 · 24 3312026-10-04: 24 44910-04 · 24 4492026-10-04: 24 46010-04 · 24 4602026-10-05: 24 66010-05 · 24 6602026-10-05: 24 80910-05 · 24 8092026-10-06: 25 08210-06 · 25 0822026-10-07: 25 39110-07 · 25 3912026-10-08: 25 80510-08 · 25 8052026-10-09: 25 94410-09 · 25 9442026-10-10: 26 21010-10 · 26 2102026-10-11: 26 50710-11 · 26 5072026-10-12: 26 94310-12 · 26 9432026-10-13: 27 33510-13 · 27 3352026-10-14: 27 68010-14 · 27 6802026-10-15: 30 02410-15 · 30 02430 024
as a table
RunValue
2026-10-1530 024
2026-10-1427 680
2026-10-1327 335
2026-10-1226 943
2026-10-1126 507
2026-10-1026 210
2026-10-0925 944
2026-10-0825 805
2026-10-0725 391
2026-10-0625 082
2026-10-0524 809
2026-10-0524 660
2026-10-0424 460
2026-10-0424 449
2026-10-0324 331
2026-10-0324 294

Protocol versions, alive servers

  1. 2025-11-259 487
  2. 2025-03-263 192
  3. 2025-06-182 228
  4. 2024-11-05518
as a table
Negotiated versionServersNote
2025-11-259 48757 %
2025-03-263 19219 %
2025-06-182 22813 %
2024-11-055183 %

Auth schemes, servers that need auth

  1. Bearer6 487
  2. no WWW-Authenticate header1 026
  3. ApiKey11
  4. AzureApiManagementKey6
  5. OAuth2
  6. Basic1
  7. Key1
  8. Api-Key1
as a table
WWW-AuthenticateServers
Bearer6 487
no WWW-Authenticate header1 026
ApiKey11
AzureApiManagementKey6
OAuth2
Basic1
Key1
Api-Key1

Transports

  1. streamable-http27 365
  2. stdio1 924
  3. sse735
as a table
TransportServersNote
streamable-http27 36591 %
stdio1 9246 %
sse7352 %

Biggest publishers

Hosts by the number of registry entries they serve. The tooltip says how many are alive and how many distinct tool sets they have.

  1. agent-observatory-sensor.nolimit-observatory.workers.dev2 365
  2. gateway.pipeworx.io1 828
  3. npmjs.com1 312
  4. api.mcp.ai1 116
  5. pypi.org612
  6. mcp.apify.com523
  7. api.m2mcent.com276
  8. server.smithery.ai216
  9. determination-unlimited-consultancy-spy.trycloudflare.com135
  10. a2awire.com118
  11. openings-vote-drilling-initially.trycloudflare.com90
  12. mcp.zovo.one82
as a table
HostServersNote
agent-observatory-sensor.nolimit-observatory.workers.dev2 3652 151 alive, 2 127 distinct tool sets
gateway.pipeworx.io1 828371 alive, 371 distinct tool sets
npmjs.com1 312889 alive, 878 distinct tool sets
api.mcp.ai1 1161 098 alive, 1 025 distinct tool sets
pypi.org612221 alive, 219 distinct tool sets
mcp.apify.com5235 alive, 5 distinct tool sets
api.m2mcent.com2760 alive, 0 distinct tool sets
server.smithery.ai2160 alive, 0 distinct tool sets
determination-unlimited-consultancy-spy.trycloudflare.com1350 alive, 0 distinct tool sets
a2awire.com1180 alive, 0 distinct tool sets
openings-vote-drilling-initially.trycloudflare.com900 alive, 0 distinct tool sets
mcp.zovo.one8280 alive, 44 distinct tool sets

All hosts →