monadic-chat: Locally hosted web application for creating and using intelligent chatbots

by yohasebe · Agent Tool · ★ 71

Last updated: · Indexed by AgentSkillsHub · Auto-synced every 8h

Security audit verdict: SAFE · quality 68/100

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. Full audit →

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.

aichatframeworkpythonruby

Quick Facts

Stars71
Forks1
LanguageRuby
CategoryAgent Tool
LicenseApache-2.0
Quality Score68/100
Open Issues3
Last Updated2026-10-11
Created2023-05-24
Platformsbrowser, docker, ruby
Est. Tokens~15k

About monadic-chat

🎯 Features · Multimodal · PDF Knowledge Base · Web Search · Code Execution · Voice Chat · Privacy Filter 🤖 Providers · OpenAI · Claude · Gemini · Mistral · Cohere · xAI · DeepSeek · Ollama 🛠 Built with · Ruby · Electron · Docker · Qdrant · WebSocket <i

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How this security grade is produced

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:

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