#1Security integration in CI/CD pipelines, shift-left, and DevOps security automation tools.
Kitploit recommended

Self-hosted OWASP CTF kit: one box, one free GitHub org, no cloud dependencies
Open-source antivirus for AI agents: block risky tools, secret access, prompt injection, malicious packages, MCP servers, plugins, and skills at…

Comprehensive Java vulnerability lab with vulnerable and fixed code, attack scenarios, source/sink audit notes, and secure coding guidance for…

Self-hosted CTF control plane for security-learning events: team registration, live leaderboard, and patch-to-score, quiz, jeopardy, and AI challenge…

Self-hosted AI workspace with agents, skills, and tools (Gmail, Calendar) that runs entirely on your own provider API keys (BYOK). Bring your own…

A macOS app to scan Xcode project files for possible security issues.

Iterative agent harness that uses LLMs and Certora Prover to generate and refine smart-contract CVL specs, feeding verifier output back until success…

Dependency-free static analyzer for zk circuit soundness bugs in o1js/Mina zkApps and Noir circuits

Reproducible vulnerable and fixed GitHub Actions fixtures for agentic workflow injection (CVE-2026-44246), with measured detector coverage and…

Static analysis CLI that scans AI-generated code for vulnerabilities like SQL injection, unsafe reflection, and hardcoded secrets, with SARIF export…

Safety cannot be a prompt instruction. TBP provides an external execution-layer boundary for autonomous agents, enforcing hard F/I/W invariants via…

Deliberately vulnerable Docker lab with a routable DNS estate and machine-readable answer keys per target, scoring scanner precision, recall and…

Sandboxed runtime for autonomous AI agents with declarative YAML policies enforcing filesystem, network, and process constraints, plus endpoint-bound…

Sandbox and MCP proxy that blocks AI coding agents from reading SSH keys, AWS credentials, and .env files, with deny-by-default policy and…

eBPF-based Linux agent that enforces executable-level access policies in kernel space, sandboxing processes and restricting file, network, and GPU…

Dependency-free Python verifier that detects CVE-2026-24733, an Apache Tomcat HTTP/0.9 HEAD security-constraint bypass, with JSON output and CI/CD…

Governed execution cells for AI agents.

Deliberately vulnerable Java/Maven fixture for testing Log4Shell (CVE-2021-44228) detection, code-impact classification, and remediation guidance in…