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AiSOC
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AiSOC

Active·★ 2.8k·MIT·Updated 2026-10-22
★ Essential★ Trending

AiSOC is an open-source, self-hostable security operations center. Per the README, it ingests security telemetry, normalises it, runs detection rules, groups what fires into incidents, has an AI agent investigate each one with every prompt and tool call recorded in an Investigation Ledger, and proposes a response that a human approves before anything executes. Data comes in through an ingest API or from 84 click-and-connect connectors, with vendor-specific handling for Splunk, Microsoft Sentinel, Elastic, CrowdStrike, Okta, AWS, Wiz and Kubernetes audit logs.

The README is unusually candid. It says 2,603 of the 6,991 rules in the library are executable, and a rule only counts as executable after it has been replayed and watched to fire, which proves reachability but not that it detects a real attack. Triage runs on a bundled ~2 GB `llama3.2:3b` model that works on CPU, which it says is not a frontier model: over 50 alerts it gave usable output 44 times before the reply was constrained to JSON and 50 times after. It states that no hosted provider has ever been exercised, and it separates real, synthetic and benchmark data, linking a "reality audit" document.

Setup is `git clone` then `make up`, with `make smoke` to check an event travels through ingest, detection and the API. It needs Docker Compose v2 with 8 GB memory and 20 GB free disk, and the first run downloads the local model. A core profile runs 14 services, and a full profile with an event lake and entity graph runs 22 and needs about 12 GB. The licence is MIT and the last push was 2026-10-12. This review is based on the README and repository data; we have not run it ourselves.

This write-up is based on the project's README and public repository data. We have not hand-tested the tool. Data as of 2026-10-22.

License
MIT
Latest release
v20.0.0 · 2026-10-21
Last commit
2026-10-22
Contributors
25
Forks
284
Open issues and PRs
29
First published
2026-05-02

Source: GitHub, npm and PyPI public APIs.

#AI Security Operations#Threat Detection#Incident Investigation#AI Agents#Security Telemetry#Auditable Reasoning#Data Connectors#Self-Hosted
$ Install
$ git clone https://github.com/beenuar/AiSOC && cd AiSOC && make up
↗ Visit site★ GitHub
01

Features

01AI-powered threat detection and correlation
02Auditable AI agent-led incident investigation
03Human-approved security response actions
04Support for 84 diverse data connectors
05Bundled local language model for immediate threat triage
02

Why choose it

+Every agent prompt and tool call is logged, and responses need human approval
+Runs with no API key: bundled local model and a real CISA KEV threat feed
+84 connectors plus an ingest API, and `make smoke` checks the pipeline end to end
+README separates real, synthetic and benchmark data, and states what does not work yet; MIT license
03

Trade-offs

!Needs Docker Compose with 8 GB memory and 20 GB disk for core, and about 12 GB for the full profile
!The bundled 3B model is small, and the README says no hosted model provider has been tested
!Only 2,603 of 6,991 rules are executable, and executable means reachable, not proven to catch attacks
!A SOC handles sensitive telemetry, so test it away from production data first
05

Maintenance check

ActiveChecked: 2026-10-20
Last commit
2026-10-17
Commits, last 90 days
100+
Releases, last 90 days
26
Latest release
v19.0.0 (2026-10-12)
Open issues
41
Recent issues with at least one comment
0/5
Commits per week, last 12 weeks
Commits per week, last 12 weeks: 38, 19, 0, 0, 0, 0, 0, 233, 213, 124, 229, 0

Oldest week on the left; the latest four weeks are orange. Source: GitHub commit activity.

Status rule: archived on GitHub = Archived; last commit within 90 days = Active; 91 to 365 days = Slowing; older = Stale. All figures come from the GitHub API on the date shown.

Most discussed open issues

  • #1099 Semgrep rule packs are unpinned, so the ratchet compares against a moving target2 comments · 2026-10-02
  • #356 Connector wishlist — what should AiSOC ingest next?2 comments · 2026-06-30
  • #353 First time contributing? Start here.2 comments · 2026-06-30
  • #1410 fix(connectors): preserve critical severity for PagerDuty P1 incidents0 comments · 2026-10-19
  • #1408 fix(connectors): preserve critical severity for Datadog logs0 comments · 2026-10-19

Issue titles are quoted from GitHub. Open the link to check whether a problem still applies to the version you use.

04

Who it fits

Pick it if
  • You want a self-hosted SOC where an AI agent investigates incidents, logs every prompt and tool call, and a human approves each response.
  • You want to run with no API key: it bundles a local `llama3.2:3b` model.
  • Your telemetry is in Splunk, Sentinel, Elastic, CrowdStrike, Okta, AWS, Wiz or Kubernetes, among 84 connectors.
Look elsewhere if
  • You cannot give it 8 GB memory and 20 GB disk for the core profile, or about 12 GB for the full one.
  • You need a hosted model: the README says no hosted model provider has been tested.
  • You need proven detection: 2,603 of 6,991 rules are executable, which proves reachability, not that they catch attacks.
06

How it differs

ADR logovs ADR★ 2.1k

ADR is research code for detecting attacks on MCP agents. AiSOC is a broader security operations stack for your existing telemetry.

Full comparison →
07

Compatibility

Docker Compose
Container Orchestration
Verified via docs
Python
Runtime
Verified via docs
Bash
Shell
Verified via docs
08

Quick start

1
$ git clone https://github.com/beenuar/AiSOC
2
$ cd AiSOC
3
$ make up
09

Use cases

↳Building a self-hostable AI-powered Security Operations Center.
↳Automating threat detection, correlation, and incident investigation.
↳AI-assisted triage and analysis of security alerts with auditable reasoning.
↳Integrating and normalizing security telemetry from various tools.
↳Consuming and utilizing CISA Known Exploited Vulnerabilities (KEV) for threat intelligence.
10

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On this page
01Features02Why choose it03Trade-offs05Maintenance check04Who it fits06How it differs07Compatibility08Quick start09Use cases10Alternatives
beenuar /
AiSOC
↗

MIT self-hostable AI security operations center with a local model, auditable agent investigations and human-approved responses

2.8k284MIT
Last commit1d ago
StatusActive
CategorySecurity & Safety
Contributors25
Latest releasev20.0.0
Links
Documentation↗Discussion↗Issues↗Releases↗
Cloud Infrastructure
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