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mcp benchmark · capability

MCP servers by capability: crm

332 MCP servers, 13 of them no longer answering. 156 breaking contract changes across 72 of them. That is 3.9 percent gone silent against 4.1 percent across all 20,340 observed servers, and 13.5 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.

Servers332
Gone silent13 (3.9 %)
Gone silent, all servers4.1 %
Breaking contract changes156
Servers affected72
Tools per server13.5
Tools per server, all13.1
No authentication311 (93.7 %)
No authentication, all62.5 %

The servers

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

ServerToolsBreakingAuthState
com.hyperneobroker.mcp/broker4562openreachable
net.gradetv/grade397openreachable
com.withdoorman/doorman256openreachable
com.agentalog/meta-agent-tools355openreachable
io.github.Dahliyaal/justicelibre194openreachable
com.radar-cnpj/radar-cnpj163openreachable
com.cromanion/cromanion292openreachable
com.signalaf/sigrank162opensilent 2026-10-03
tech.tessa/tessa-mcp-server142openreachable
com.cymetica/event-trader-research801openreachable
ai.snowsure/snow481openreachable
com.snoopscan/snoopscan301openreachable
com.adbloop/meta-ads281Bearerreachable
com.starcovery/mcp281openreachable
com.tradepilotusa.www/agent-commerce251openreachable
io.usefulapi/aircall251http_403reachable
de.overfit/overfit241openreachable
io.github.HuangGoodmanAgency/edgar-and-edgarette241openreachable
io.usefulapi/happyfox231http_403reachable
io.usefulapi/statuscake211http_403reachable
io.usefulapi/atera201http_403reachable
io.github.kor-jongwon/witan191Bearerreachable
io.usefulapi/freshdesk191http_403reachable
io.usefulapi/workiz191http_403reachable
io.usefulapi/zendesk191http_403reachable
io.usefulapi/keap181http_403reachable
org.directindex/scanner181openreachable
io.usefulapi/formbricks171http_403reachable
com.pontofato/pontofato161openreachable
io.usefulapi/groove-hq161http_403reachable
io.github.LdwS123/oqro151Bearerreachable
com.dominionobservatory/observatory141openreachable
io.github.Jaywestphilly/stock-bloc141openreachable
io.github.vdineshk/dominion-observatory141openreachable
io.usefulapi/foxyio141http_403reachable
io.usefulapi/getresponse141http_403reachable
io.usefulapi/smile-io141http_403reachable
com.agenticdealernetwork/adn-gateway121openreachable
io.usefulapi/dnsimple121http_403reachable
com.getaxionlabs/axion-gateway111openreachable
io.github.claracarspt/mcp111openreachable
io.usefulapi/numeral111http_403reachable
ai.limitguard.api/trust-intelligence101openreachable
com.medialist/media-list91Bearerreachable
com.venturu/mcp-server91Bearerreachable
com.built2winweb/built2winweb81http_403reachable
com.californiacarquotes/insurance81openreachable
com.californiacarquotes/quote-exchange81openreachable
com.flautoquotes/insurance81openreachable
com.flautoquotes/quote-exchange81openreachable
com.georgiaautoquotes/insurance81openreachable
com.georgiaautoquotes/quote-exchange81openreachable
com.nevadaautoquotes/insurance81openreachable
com.nevadaautoquotes/quote-exchange81openreachable
com.newyorkautoquotes/insurance81openreachable
com.newyorkautoquotes/quote-exchange81openreachable
com.oklahomaautoquotes/insurance81openreachable
com.oklahomaautoquotes/quote-exchange81openreachable
com.texasautoquotes/insurance81openreachable
com.texasautoquotes/quote-exchange81openreachable

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