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CLUSTER LOGS-ROOT-CAUSES · 23 ENTRIES · EARLIEST ENTRY 2025-12-31

AI incident root-cause investigators

This cluster consists of AI agents that analyze production logs, metrics, traces, and deployment history to identify root causes of outages and incidents, with some members proposing or applying fixes. The cluster's dated history is too thin to read a shape from — it predates the index or its members are undated, as only 2 dated entries exist before the index start. Among members with a traction signal, opspilot and IncidentLab each lead with 1 star, while MonArch_AI trails with 0 stars.

Entry timeline

ENTRY TIMELINE

DEC 2025: 1AUG 2026: 2SEP 2026: 16OCT 2026: 4
DEC 2025OCT 2026

Each bar is the month a member carries, which is a creation date where the source published one and a crawl date otherwise. Nothing in the index was found before 11 August 2026, and coverage broadened sharply on 14–15 August, so a bar from then on reports how much we found that month, not how much was built; an earlier bar reports how far back a member's own source dated it — not how long we have been watching.

Members by activity

Activity signals, not revenue.

Build origin · 1 ai-built · 1 hand-coded · 18 unlabelled

Operator · 12 hobby · 1 enterprise · 7 unlabelled

Two labels per entry, never collapsed into one: how it was built, and who stands behind it. Counted over the 20 listed below. Unlabelled means nothing has decided yet — not that the answer is small.

  1. 01dfirswarm18★17 dayslivehobbyOpen-source agentic digital forensics and incident response tool that coordinates a swarm of AI agents to investigate cases and record tamper-proof audit trails.
  2. 02EzzeSecure1★12 days—Self-hosted AI assistant that monitors Linux servers, investigates security incidents, and delivers evidence-based root-cause explanations.
  3. 03opspilot1★21 days—hobbyAI incident-response agent that investigates production outages by correlating logs, metrics, traces, and deployment history to propose root causes.
  4. 04IncidentLab1★23 dayslivehobbyWeb application that investigates software production incidents with specialized AI agents and measures whether that approach outperforms simpler methods.
  5. 05team-ai-incident-triage1★14 days—hobbyLocal AI console that triages data-pipeline incident reports using runbook guidance, classifies severity, and recommends next steps with human review.
  6. 06SupOps0★7 days—hobbyAI ops agent that investigates Linux server and Kubernetes incidents, finds root causes from live evidence, and applies fixes after human approval.
  7. 07netops-genai-assistant0★16 days—ai-builtAI assistant that triages network incidents by retrieving runbook documentation and KPI data, then returns severity, likely cause, and recommended steps.
  8. 08MonArch_AI0★23 days—hobbyAI incident investigator that ingests production logs and metrics to produce verified root-cause reports for outages.
  9. 09opspilot0★6 days—hobbyMobile incident-response agent that investigates outages with bounded budgets, retries, evidence, and human approval before remediation.
  10. 10rca-agent-v20★6 days—enterpriseAgent that investigates production alerts by correlating incident context, observability data, and code, then writes root-cause reports.
  11. 11JiraAssistant-UI0★16 days—AI assistant for support teams that analyzes Jira incidents, generates root cause analyses, and suggests resolutions to reduce response time.
  12. 12SIH-2026-0★13 days—AI safety intelligence platform that analyzes oil and gas incident reports to classify severity, identify root causes, and recommend life-saving rules.
  13. 13Opsmind-RAG0★5 dayslivehobbyIncident investigator that identifies root causes of system alerts, cites verified evidence, and proposes fixes for human approval.
  14. 14incident-sentinel0★18 days—AI incident response tool that triages infrastructure outages by correlating logs and metrics across services and suggesting root-cause fixes.
  15. 15incidentpilot0★1 mo—AI incident response platform that detects Kubernetes failures, investigates root causes from live logs, and applies human-approved fixes.
  16. 16Incident-Commander1★1 molivehand-codedhobbyWeb application that coordinates multiple AI agents to investigate software incidents by analyzing logs, metrics, and deployments, with human approval.
  17. 17Incident-commander0★1 mo—hobbyOperations dashboard that uses AI to investigate software outages, propose code fixes, and require human approval before applying repairs.
  18. 18api_intelli0★1 mo—hobbyAI-powered incident management platform that detects microservice failures, performs root-cause analysis, and automates remediation.
  19. 19halcyonix-debugger0★1 mo—AI assistant that answers natural-language questions about deployment health by retrieving code, logs, and metrics and synthesizing evidence.
  20. 20application-log-scanner-ai0★2 mo—hobbyAI log analysis tool that scans multiple log formats for errors and warnings and recommends concrete fixes.

Ranked by traction, highest first, and paged 20 at a time — this is a window on the cluster, never the whole of it. Ties are broken by a stable id so a product cannot appear on two pages or fall between them. Browse every cluster.