# beenuar/AiSOC

> A self-hostable AI Security Operations Center: ingests telemetry, correlates alerts, investigates incidents with an LLM agent whose every step is auditable, and proposes human-approved actions.

- Magnitude: 5.7 out of 10 — Breakout
- Stars: 4,836 total · +23 stars measured 2026-10-28, 18:58–21:10 UTC, ≈ 30 by evening
- Star trust: star growth looks organic
- Category: Security · Language: Python · License: MIT · Created: 2026-05-02 · Last push: 2026-10-28
- GitHub: https://github.com/beenuar/AiSOC · Homepage: https://beenuar.github.io/AiSOC/ · Page: https://gitnova.dev/en/r/beenuar/AiSOC

## Useful for

- Deploy a local SOC and run alerts through automated triage with no API keys
- Connect CrowdStrike or Splunk and watch events turn into incidents
- Verify the pipeline with make smoke from ingest to alert in the API

## Why it’s here

- Star-counter measurements on 2026-10-28 (UTC), 18:58–21:10: 4813 → 4836 stars (+23). This is the change over that interval.
- Estimated end-of-day forecast: about +30 stars, using observed gains and the previous day.
- Over the last two days the pace is 1.6× that of the previous week and a half.
- Elevated gains were measured on the last 3 completed UTC days in a row. Continued growth is not guaranteed.
- GitHub Trending Python today: #9, +453 stars.
- About 34 forks a day — people are taking the code.

## Star trust

Star growth looks organic.

Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer.

## Numbers

- Forks: 538
- Issues and pull requests: 1,516
- Watchers: 128
- Average over the last week: 270 per day
- Usual pace: 3 per day
- Stars in the last hour (measured): 6
- Latest release: v20.2.1 (2026-10-28)

## Stars per day, last 30 days (oldest → newest, today is partial)

2026-09-29 … 2026-10-28: 5, 1, 1, 1, 1, 2, 3, 3, 1, 6, 5, 2, 3, 1, 2, 6, 3, 2, 1, 3, 3, 3, 219, 331, 282, 363, 221, 269, 392, 23

## Spotted in now

- GitHub Trending Python today: #9, +453 stars

## More in this category

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   Free offline scanner for traces of known mercenary spyware (Pegasus, Predator, Graphite, Candiru) on Windows computers, Android phones and iPhone backups. Read-only, makes no network requests, and states the limits of every check.
   Full card: https://gitnova.dev/en/r/interplains/Zero-Breach-Toolkit.md
2. **NVIDIA/SkillSpector** — 6.3 · Breakout · Security · Python · +320 stars measured 2026-10-28, 00:01–21:10 UTC, ≈ 359 by evening
   Security scanner for AI agent skills: detects vulnerabilities, malicious patterns, prompt injection, data exfiltration, and supply-chain risks in Claude Code, Codex, and MCP skills before installation.
   Full card: https://gitnova.dev/en/r/NVIDIA/SkillSpector.md
3. **KeygraphHQ/shannon** — 6.3 · Breakout · Security · TypeScript · +184 stars measured 2026-10-28, 11:23–21:10 UTC, ≈ 208 by evening
   Autonomous AI pentester for web applications and APIs: analyzes source code, finds attack vectors, and runs real exploits, reporting only vulnerabilities with a working proof-of-concept.
   Full card: https://gitnova.dev/en/r/KeygraphHQ/shannon.md
4. **Cd1s/safarier** — 5.7 · Early signal · Security · Swift · +85 stars measured 2026-10-28, 01:27–21:10 UTC, ≈ 96 by evening
   Native macOS browser built on WebKit with isolated profiles, built-in sing-box proxy routing, and engine-level privacy protection. Lets you run dozens of independent accounts side by side while appearing as genuine Safari.
   Full card: https://gitnova.dev/en/r/Cd1s/safarier.md
5. **qybaihe/bla** — 5.7 · Early signal · Security · TypeScript · +90 stars measured 2026-10-28, 00:02–21:10 UTC, ≈ 102 by evening
   BLA (Blind LLM Agents) is a defensive tool that poisons release artifacts (binaries, Electron/ASAR, JS bundles, Python, WASM, models, SQLite) so AI reverse-engineering agents hit resource budgets, follow decoys, and burn tokens while…
   Full card: https://gitnova.dev/en/r/qybaihe/bla.md

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Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score.
Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast.
Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself.
Data as of 2026-10-28 21:22 UTC, updated every 30 minutes.