←Back to NewsAI News/AgentsnewsAgentsDataCohere Labs' ATE Dataset Reveals Only 2.6% of AI Agent Tools Actually WorkCohere Labs scraped 696K agent tools from 123K MCP servers and found only 2.6% can actually finish a real job task alone.SourceCoherePublishedSep 4, 2026, 3:59 PMAuthorAlphaSignal NewsroomRead1 min readCohere Labs scraped 696K agent tools from 123K MCP servers and found only 2.6% can actually finish a real job task alone.Reporting is indexed from AlphaSignal. Rights remain with the original publisher and cited sources.Read original report ↗Next readsGoogle Research · newsGoogle's ToolGrad Builds AI Tool-Use Training Data Backward, Hitting 99.8% YieldAlphaSignal · repoTencent Releases Octop, a Self-Hosted Multi-User AI Platform in One ProcessFactory · newsFactory Private Brings Autonomous Coding Droids Inside Enterprise Networks