by Zizka-ai · MCP Server · ★ 72
Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h
git clone https://github.com/Zizka-ai/ZizkaDB.git && cd ZizkaDB
pip install zizkadb-livekitTaken from the project's README on GitHub.
None of the 42 rules matched — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against 42 published rules built on the SlowMist agent-security taxonomy, refreshed every 8 hours.
The quality score combines nine heuristic checks of the repo and its README: completeness, clarity, specificity, examples, structure, agent readiness, step-by-step content, instruction quality and security notes. It rates how well the project explains itself to an agent, not the code.
| Stars | 72 |
| Forks | 22 |
| Language | Python |
| Category | MCP Server |
| Quality Score | 49/100 |
| Open Issues | 22 |
| Last Updated | 2026-09-17 |
| Created | 2026-05-10 |
| Platforms | mcp, python |
| Est. Tokens | ~13k |
ZizkaDB When your agent misbehaves, see why. Self-hosted audit trail for AI agents — one command or one dashboard click from any step back to root cause. This repository is the open-source self-host stack (API, tenant dashboard, SDKs, MCP). Operator admin console and VPC deploy live in private zizkadb-cloud — see docs/REPOSPLIT.md. Try it ↓ · DEVELOPMENT.md · CONNECT.md · [Contributing](CONTRIBUTI
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Grades come from a rule-based scan built on the SlowMist agent-security taxonomy: 42 published rules, covering credential harvesting, data exfiltration, curl | sh installers and more. It is a first-layer scan, not a manual audit — we say so rather than overstate it.
The scale of the problem is documented independently: Liu et al. (2026), in a study of 31,132 agent skills, report that 26.1% contain security vulnerabilities. Our own full-catalog census is published as a citable open dataset.
Sources & who's responsible: