# cxm947/FakeLiang > A multi-agent system for automatically validating paths in an existing attack graph (MulVAL/JSON) on a lab range: planner, executor, and verifier step through nodes while keeping auditable call records. - Magnitude: 4.3 out of 10 — Early signal - Stars: 209 total · Not enough measurements today - Star trust: star growth looks organic - Category: Security · Language: Python · Created: 2026-10-12 · Last push: 2026-10-13 - GitHub: https://github.com/cxm947/FakeLiang · Page: https://gitnova.dev/en/r/cxm947/FakeLiang ## Useful for - Verify paths in an existing MulVAL attack graph on a lab range with evidence logging - Run a single node or skill card to debug a scenario - Review plan_result.json and call logs to audit results ## Why it’s here - There are not enough fresh counter measurements for today's UTC day. The gain is unknown. - The repository is 3 days old and already has 209 stars. With less than two weeks of history, there's no usual pace to compare the spike against yet. - Top new repositories this week: #66. - About 8 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: 15 - Issues and pull requests: 0 - Watchers: 0 - Average over the last week: 68 per day - Usual pace: too little history (under two weeks) - Stars in the last hour (measured): 6 ## Stars per day, last 4 days (oldest → newest, today is partial) 2026-10-12 … 2026-10-15: 55, 80, 71, None ## Magnitude by day, last 3 days 10-13 3.6, 10-14 5.0, 10-15 4.3 ## Spotted in now - Top new repositories this week: #66 ## More in this category 1. **vxcontrol/pentagi** — 6.4 · Breakout · Security · Go · Not enough measurements today Autonomous multi-agent system in Go for automated penetration testing: AI agents plan and execute steps in an isolated Docker sandbox with 20+ tools (nmap, metasploit, sqlmap). Full card: https://gitnova.dev/en/r/vxcontrol/pentagi.md 2. **NationalSecurityAgency/ghidra** — 5.4 · Breakout · Security · Java · Not enough measurements today A software reverse engineering framework from the NSA: disassembly, decompilation, graphing and scripting for analyzing compiled code on Windows, macOS and Linux. Full card: https://gitnova.dev/en/r/NationalSecurityAgency/ghidra.md 3. **BitterSecurity/Decepticon** — 4.9 · Breakout · Security · Python · Not enough measurements today An LLM-driven autonomous red team agent that executes full attack chains (recon, exploitation, privilege escalation, C2) inside an isolated Kali sandbox orchestrated by LangGraph. Before any action it generates an engagement package: RoE,… Full card: https://gitnova.dev/en/r/BitterSecurity/Decepticon.md 4. **Zfinix/eleven** — 4.8 · Early signal · Security · TypeScript · Not enough measurements today A reverse-engineering app for macOS, Windows and Linux where ACP agents read binaries, APKs and GPU kernels, rename functions and suggest patches under your control. Uses Ghidra, Rizin, jadx and LLDB. Full card: https://gitnova.dev/en/r/Zfinix/eleven.md 5. **anthropics/oss-scanner** — 4.6 · Cooling · Security · Dockerfile · Not enough measurements today Anthropic service that scans critical open-source repositories for vulnerabilities: the project is built in an isolated VM without network access, and a report with a reproducer and patch is emailed. Enrollment happens via a PR with a… Full card: https://gitnova.dev/en/r/anthropics/oss-scanner.md --- 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 2026-10-15 00:33 UTC, updated every 30 minutes.