AI Powered Log Analysis LLM Tools

Tools for ingesting, analyzing, and triaging security logs and events using LLMs to detect threats, extract indicators, map attack patterns, and generate investigation reports. Does NOT include vulnerability scanning, code analysis, or general incident response orchestration without log analysis as the core function.

There are 37 ai powered log analysis tools tracked. 3 score above 50 (established tier). The highest-rated is fedora-copr/logdetective at 65/100 with 36 stars and 921 monthly downloads.

Get all 37 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=llm-tools&subcategory=ai-powered-log-analysis&limit=20"

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	fedora-copr/logdetective Analyze logs using Language Model (LLM) and Drain template miner.	65	Established	36	Python
2	call518/LogSentinelAI Declarative LLM-powered analyzer for security events and all types of logs....	62	Established	35	Python
3	DjangoPeng/GitHubSentinel GitHub Sentinel 是专为大模型（LLMs）时代打造的智能信息检索和高价值内容挖掘 AI...	54	Established	353	Jupyter Notebook
4	sgInnora/sentinel-reverse AI-Powered Autonomous Binary Reverse Engineering CLI — the native reverse...	45	Emerging	45	Python
5	SpeyTech/c-sentinel Semantic Observability for UNIX Systems - A lightweight C-based system...	40	Emerging	73	C
6	secmon-lab/warren AI-powered security alert management that reduces noise and accelerates response time	40	Emerging	96	Go
7	ozanunal0/viper 🛡️ VIPER: Stay ahead of threats with AI-driven vulnerability intelligence....	36	Emerging	86	Python
8	alex-ilgayev/secfeed AI-Powered Security Feed in Real Time	28	Experimental	27	Go
9	rajin4463/Viper A Wazuh SIEM XDR integration that aims to enrich Wazuh alerts using...	28	Experimental	7	Python
10	Uday9909/Sentinel-Ai Real-time log intelligence platform · Kafka + Go + Python + LLMs · Anomaly...	27	Experimental	1	Python
11	leo-aa88/raglogs Ask your logs what happened. Evidence-based incident explanations from logs:...	25	Experimental	4	Python
12	zorak1103/dlia DLIA is an AI-powered Docker log monitoring agent that uses Large Language...	25	Experimental	3	Go
13	camilooscargbaptista/sentinel-method Production-grade quality assurance framework for AI-generated code....	25	Experimental	3	TypeScript
14	lil-id/securitybotfrontend Additional utility of the Monsta security assistant bot that designed to...	24	Experimental	1	JavaScript
15	calliopeai/zentinelle Runtime governance, risk, and compliance for AI agents	24	Experimental	2	Python
16	riparino/azure-threat-lens Python CLI for automated Microsoft Sentinel incident triage — correlates...	23	Experimental	1	Python
17	afreenmohdshaji/vigil-AI Analyze environmental sounds to detect threats and provide calibrated alerts...	22	Experimental	—	HTML
18	widapra/security-intelligence-engine Analyze Wazuh SIEM data with AI to detect threats, generate SOC analyst...	22	Experimental	—	Python
19	magifd2/ai-ir AI-powered incident response analysis toolset — analyze scat/stail Slack...	22	Experimental	—	Python
20	manupanand-freelance-developer/seclm-log-threat-detection Fine-tuned Qwen3-8B for cybersecurity log analysis and threat detection....	22	Experimental	—	—
21	YashasJKumar/Log_Parser An advanced AI-powered solution for parsing and analyzing logs to identify...	20	Experimental	1	Python
22	ridzuwary/sentinel-ai Embedded, data-grounded AI chatbot for metrics analysis and reporting,...	19	Experimental	—	TypeScript
23	NagatoBigSeven/eBPF-LLM-NetSentinel This is the official Github repo of eBPF-LLM NetSentinel, a research project...	17	Experimental	2	Python
24	PhilipLykov/LogPulseAI AI-Powered Log Intelligence & SIEM Platform — 6-criteria AI scoring, MITRE...	16	Experimental	2	TypeScript
25	ben854719/Arctic-Sentinel-AI-Native-ISR-Dashboard The application is a modular AI-native ISR dashboard for autonomous threat...	16	Experimental	1	Jupyter Notebook
26	nicolas344/Sentinel-SoftServe Sentinel is an agentic AI copilot for DevOps incident triage. It analyzes...	15	Experimental	1	JavaScript
27	necr0bot/SentinelShell AI integrated CLI session logger with real-time redaction and AI-powered summaries.	15	Experimental	—	Shell
28	1001api/sentinel-agent Fastify-based internal API service for LLM-powered project insights....	15	Experimental	—	JavaScript
29	ethe/bakalog A command-line tool that detects, extracts log templates, and structuring...	15	Experimental	21	Python
30	allsmog/VolatilityAI AI-Powered Memory Forensics Companion for Volatility3 — auto-analysis +...	14	Experimental	—	Python
31	RomitDeokar/ContextIQ ContextIQ : Enterprise semantic firewall that scores query ambiguity locally...	14	Experimental	—	JavaScript
32	LunaStev/log-genius Don't read logs. Understand them.	13	Experimental	1	Rust
33	avipdas/SentinelAI SentinelAI is a full-stack, real-time cybersecurity platform for...	12	Experimental	1	Go
34	kadak25/log-triage-service AI-powered log analysis & incident triage tool for Application / Production...	11	Experimental	—	Java
35	jnewton03/robosonda Privacy-first AWS security analysis powered by local AI	11	Experimental	—	Go
36	AI-Security-Research-Group/Semgrep-AI Semgrep-AI is an AI-enhanced code analysis tool that extends Semgrep by...	10	Experimental	1	Python
37	sattyamjjain/logverse Python CLI tool for intelligent log analysis powered by ChatGPT/OpenAI....	10	Experimental	1	Python

Comparisons in this category

LogSentinelAI and Sentinel-Ai (62 vs 27)