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mcp benchmark · capability

MCP servers by capability: write-access

405 MCP servers, 15 of them no longer answering. 196 breaking contract changes across 68 of them. That is 3.7 percent gone silent against 4.1 percent across all 20,340 observed servers, and 10.1 tools per server against 13.1 overall.

SOURCE: own observation

What capability means here

Derived from the server's own tool names, not from a registry category — the registry does not assign any. First matching stem wins, servers without a clear match carry no topic.

This group against all servers

Every figure is measured, not estimated. The comparison row below each value is the same measure across all 20,340 servers we observe, so the group can be placed rather than merely described.

Servers405
Gone silent15 (3.7 %)
Gone silent, all servers4.1 %
Breaking contract changes196
Servers affected68
Tools per server10.1
Tools per server, all13.1
No authentication378 (93.3 %)
No authentication, all62.5 %

The servers

Ordered by breaking changes, then tool count. Each one opens its full observation history.

ServerToolsBreakingAuthState
guide.salesleader/salesleader-desk590openreachable
com.entangleit/agentpay2712openreachable
io.github.r4v3n-art/nova-cast286openreachable
xn--3ds443g.xn--s7y/duan-online105http_403reachable
com.boosthis/boosthis294openreachable
com.framesail/framesail283openreachable
io.github.odaiin/assetfare113openreachable
io.github.odaiin/assetfare-bridge113openreachable
io.github.oscarleoo/chartlink83Bearerreachable
io.github.lemonaide152/meld33openreachable
com.manjangilchi/manjangilchi572openreachable
io.github.snayyar00/webability172openreachable
org.swapp1990.designforyou/designforyou142openreachable
com.renderball/renderball132openreachable
io.github.Adenion/blog2social-api-mcp92openreachable
io.github.greencore-solutions/rco-a2a22openreachable
io.github.jonkludt/varosity431Bearerreachable
io.github.seunghan91/ainote341openreachable
io.github.AmauryDvl/serpmantics331openreachable
io.github.AdsTurbo/adsturbo311openreachable
com.vigilnotary/vigil261openreachable
io.github.pictify-io/mcp251openreachable
io.usefulapi/kinde231http_403reachable
io.usefulapi/gumroad201http_403reachable
io.usefulapi/rewardful201http_403reachable
io.usefulapi/twenty201http_403reachable
com.tlsradar/tlsradar161openreachable
io.usefulapi/portkey161http_403reachable
com.applytovolunteer/apply2volunteer151openreachable
io.usefulapi/apivideo151http_403reachable
io.usefulapi/bannerbear151http_403reachable
io.usefulapi/estuary-flow151http_403reachable
io.github.appierun/appie141ApiKeyreachable
io.usefulapi/folk141http_403reachable
io.usefulapi/instatus141http_403reachable
io.github.thekillsquad007/phoenix-labs131Bearerreachable
io.github.Distribea/distribea-mcp121Bearerreachable
io.usefulapi/healthchecksio121http_403reachable
io.usefulapi/easypost111http_403reachable
io.usefulapi/statuspal111http_403reachable
io.github.simonmak-ascent/opencode-workbench101openreachable
io.usefulapi/anvil101http_403reachable
ai.cloudworldmodel/cloud-world-model91openreachable
io.github.Kosta1985/accord-trace91openreachable
io.usefulapi/fillout91http_403reachable
io.usefulapi/knack91http_403reachable
ai.oruk/speech81openreachable
co.civai.nova/code-interpreter-agent81openreachable
io.github.abogitoff/fuxux81Bearerreachable
io.github.huruki-geo/voxeldraft81openreachable
page.lucid/lucid-page81openreachable
to.flyn/mcp81openreachable
ai.nefesh/human-state71openreachable
com.overlap-ai/overlap71openreachable
io.changenow/crypto-swap71openreachable
io.github.asfbay-bit/opchain-skills71openreachable
io.github.transloadit/mcp-server71Bearerreachable
io.usefulapi/speechmatics71http_403reachable
ai.auteng/docs61openreachable
ai.auteng/mcp61openreachable

Machine access — free, no API key

Every figure shown here about MCP servers by capability: write-access can also be queried live: FACTANKER runs an MCP server at https://factanker.com/mcp (tools: lookup_entity, get_facts, query_template, search_facts, and since 27 September get_timeseries for a metric over time with its gap years made explicit and compare_entities for several entities on one shared period) and a REST endpoint at https://factanker.com/api/get_facts. Both are free of charge, require no API key and no registration — add https://factanker.com/mcp as a connector in Claude, ChatGPT or Copilot. Every answer carries its source document and a citation reference. Setup: /quickstart.

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