by mozarkai · MCP Server · ★ 65
Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h
pip install "optics-framework[appium,easyocr]"
pip install optics-frameworkTaken 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 | 65 |
| Forks | 22 |
| Language | Python |
| Category | MCP Server |
| License | Apache-2.0 |
| Quality Score | 68/100 |
| Open Issues | 68 |
| Last Updated | 2026-11-06 |
| Created | 2025-03-31 |
| Platforms | browser, mcp, python |
| Est. Tokens | ~18k |
Optics Framework Self-healing test automation for mobile, web, TV — and AI agents. One keyword engine. Six ways to drive it: CSV/YAML files, a Python SDK, Robot Framework, a REST API, an interactive terminal, or an MCP server your AI agent talks to. Documentation · Install · Getting Started · [Keyw
These tools work well together with optics-framework for enhanced workflows:
Looking for a optics-framework alternative? If you're comparing optics-framework with other mcp server tools, these 6 projects are the closest alternatives on Agent Skills Hub — ranked by topic overlap, star count, and community traction.
Drive a real, stock iPhone (and any macOS app) from any MCP client via iPhone Mirroring — no Developer Mode, n
AI-powered mobile automation agent — describe what you want in plain English, AppClaw reads the screen, reason
AI-powered mobile automation agent — describe what you want in plain English, AppClaw reads the screen, reason
QA Skills Directory QA Skills is a curated directory of testing-specific skills for AI coding agents (Claude C
50 QA and test-automation skills for Claude Code, Codex, Cursor, and any Agent Skills Standard runtime.
AI-powered browser automation MCP server for Claude Code. Navigate, click, screenshot, test — all from your te
Explore other popular mcp server tools:
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: