The real catalog of tools for AI agents

Causal reasoning for reliability: root cause, blast radius, and service health for agents.

13 neural engines for time-series anomaly detection, classification, and root cause analysis.

Market news with the measured price reaction attached to the event that caused it.

Analytics and debugging for your MCP server — explore usage and sessions, then root-cause errors.

Leading causes of death, mortality rates, infant mortality, and drug overdose data

Flaky test detection, root cause analysis, and fix suggestions for development teams.

Get to the root cause of mobile app crashes, errors & slow traces with Measure MCP

Graph memory for AI agents: entities, cause-effect links, cross-session recall, time travel.

Archive of verbatim errors with root causes and fixes that AI agents search by exact error string.

Autodesk Navisworks coordination: clash triage, root causes, work plans and reports

DATASUS SIH/SUS hospital admissions in Brazil (AIH, 1992-2025): ICD-10 causes, ICSAP, rates.

Deterministic, offline root-cause analysis and pre-commit fix verification for coding agents.

Deterministic React render profiling: renders, wasted renders and their causes per component.

Read-only IBM MQ diagnostics for AI agents. Cited root cause, never destructive.

Diagnoses Apple .ips crash reports: ranks likely causes with cited evidence, not just a stack trace.

Read-only VMware incident correlation: timeline, spikes, root-cause routing. 2 MCP tools.

Persistent memory + causal root-cause analysis for AI coding agents. 124 MCP tools. EU, GDPR.

Causal root-cause analysis MCP server -- 56 tools across graphs, RCA models, PyRCA.

Local-first memory for AI agents that reaches backward to find a failure's root cause.

VMware incident timeline, root-cause routing, local case ledger; no vSphere access. 14 MCP tools.