No red flags found in any of the 11 categories — no credential harvesting, no data exfiltration, no curl-pipe-shell installer. Scanned against the SlowMist agent-security taxonomy, refreshed every 8 hours. Full audit →
by monocle2ai · Agent Tool · ★ 340
Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h
🔒 Is monocle safe to install? View the security audit →
Open-source tracing & testing for GenAI apps and agents. A GitHub Star goes a long way. How It Works · Quick Start · Testing · Frameworks · Integra
| Stars | 340 |
| Forks | 61 |
| Language | Python |
| Category | Agent Tool |
| License | Apache-2.0 |
| Quality Score | 67.7704927051313/100 |
| Open Issues | 47 |
| Last Updated | 2026-10-02 |
| Created | 2024-06-15 |
| Platforms | python |
| Est. Tokens | ~17k |
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monocle is Monocle is a framework for tracing GenAI app code. This repo contains implementation of Monocle for GenAI apps written in Python.. It is categorized as a Agent Tool with 340 GitHub stars.
monocle is primarily written in Python. It covers topics such as agentic-ai, generative-ai, linux-foundation.
You can find installation instructions and usage details in the monocle GitHub repository at github.com/monocle2ai/monocle. The project has 340 stars and 61 forks, indicating an active community.
monocle is released under the Apache-2.0 license, making it free to use and modify according to the license terms.
The top alternatives to monocle on Agent Skills Hub include openinference, MassGen, sagent. Each offers a different approach to the same problem space — compare them side-by-side by stars, quality score, and community activity.
Grades come from a rule-based scan built on the SlowMist agent-security taxonomy, covering 11 red-flag categories including credential harvesting, data exfiltration, and curl | sh installers. 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: