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mcp benchmark · capability

MCP servers by capability: messaging

547 MCP servers, 32 of them no longer answering. 803 breaking contract changes across 137 of them. That is 5.9 percent gone silent against 4.1 percent across all 20,340 observed servers, and 35.7 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.

Servers547
Gone silent32 (5.9 %)
Gone silent, all servers4.1 %
Breaking contract changes803
Servers affected137
Tools per server35.7
Tools per server, all13.1
No authentication493 (90.1 %)
No authentication, all62.5 %

The servers

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

ServerToolsBreakingAuthState
com.hireahelper/mcp30142openreachable
com.movingplace/mcp30129openreachable
com.vercel/vercel-mcp4687openreachable
io.github.austin-starks/nexustrade-mcp2579opensilent 2026-09-08
io.github.anima-labs-ai/anima6772openreachable
com.thetempleofdoom.hyperion/hyperion35562opensilent 2026-10-13
ai.aient/mcp216openreachable
io.insourcia/insourcia2111openreachable
com.gemalli/trade2410openreachable
com.revdoku/revdoku329Bearerreachable
net.crawlora/crawlora-mcp1,0006openreachable
com.dayze/life-context1786openreachable
com.commsharbor/commsharbor325openreachable
mu.micro/mu1674openreachable
online.x-402/mcp714openreachable
gl.parse/mcp304openreachable
io.github.duvoai/duvo3933openreachable
ai.plyto/crm1953openreachable
holdings.proof/mcp-server1673openreachable
com.quintadb/mcp1583openreachable
ru.quintadb/mcp1583openreachable
ua.com.quintadb/mcp1583openreachable
com.aisenseapi/free-public-tools663openreachable
io.github.choaticpixels/wicked-mcp493openreachable
com.dechonet/mcp293openreachable
io.deeplead/deeplead133Bearerreachable
com.teamwork/mcp2142openreachable
io.github.trycourier/courier1732openreachable
io.github.seekdaseek/agentfeed902openreachable
cz.salesbot/linkedin-mcp-server802Bearerreachable
io.github.Misar-AI/misarmail-mcp552openreachable
io.github.Avi-ADAM/1lev1462Bearerreachable
io.github.corsur/swarm-tips402openreachable
com.pagelemon/pagelemon332openreachable
io.github.cryptomfer/cc0company-mcp292openreachable
dev.hatchloop/agent-broker232openreachable
com.ausca/agent-services172openreachable
io.github.ariflixconomy/ari-coach162http_403reachable
io.github.vicentesurraco/offpeak142openreachable
ai.autonomad/travel102openreachable
app.openkrill/outreach-desk82openreachable
dev.cinderroute/agentic-ci-operations82openreachable
network.capability/physical-capability-cloud2561openreachable
io.github.ajc3xc/meridian2351Bearerreachable
com.local-mcp/local-mcp2041Bearerreachable
com.cymetica/event-trader-mcp1481openreachable
app.agentbit/mcp1001openreachable
io.applayer/tango981Bearerreachable
com.blackveilsecurity/dns811openreachable
app.saber.mcp/saber761openreachable
dev.workers.kikoribera03.flat-rate-llm/x402-tools741openreachable
tools.growthkit/revenue-intelligence741openreachable
io.github.ceedot-rock/agent-rider641openreachable
io.github.VoiceScapee/voicescape641openreachable
com.gotincan/tincan621openreachable
com.interzoid/mcp-server601openreachable
ai.sendraven/mcp551openreachable
com.reachmcp/linkedin521Bearerreachable
bot.mailbox/mailbox471openreachable
io.github.eamwhite1/xrpl-referee441openreachable

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Every figure shown here about MCP servers by capability: messaging 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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