At-Risk AI Tools
These tools scored below 40on our viability model. In most cases the tool’s own homepage no longer resolves when we probe it, which caps the score regardless of anything else. The rest have very little evidence behind them — nothing published beyond a landing page and almost no discussion anywhere. Check before building critical workflows around them, and tell us if we have one wrong.
278 tools · Updated September 2026
50+ ready-to-use SEO prompts to streamline research, optimize content, and boost traffic.
Open-source general-purpose robots that automate unsafe and repetitive tasks.
Research method from Hebrew University adapting text-to-video models for diverse, audio-aligned video generation via a lightweight adaptor network.
Physical AI data infrastructure for embodied agents, from real-world capture to training-ready datasets.
AI-driven diagnostics design for biothreats in days
Free AI hackathons for hands-on building with 30k+ makers
AI copilot for frontend digital chip design, accelerating PPA convergence and bug debug in days.
让 AI 成为群聊中一个合适的存在——为 Koishi 框架设计的动态意愿响应机器人插件
Python + AI governance platform with real-time endpoint visibility and control.
开源中文语音对话机器人，支持脑机唤醒与ChatGPT集成
AI research platform for effortless academic reading, notes, and paper Q&A.
All-in-one AI toolkit for image editing, video enhancement, and copywriting.
Turn coding videos into viral TikToks with AI scripts and your cloned voice.
AI-native ERP that automates order entry for food wholesalers
Research implementation for text-driven local image editing using diffusion models, CVPR 2022
No-code AI widgets to boost website leads and conversions.
Local-first desktop environment for knowledge work with built-in AI
AI interior design tool that turns a room photo into small-space layout ideas.
Autocorrect for your doodles—AI turns rough sketches into polished icons.
AI phone receptionist for service businesses that answers calls 24/7 and books appointments.
Self-hosted MCP service management with containerized deployment, monitoring, and protocol conversion.
Open-source protocol suite for standardizing LLM, vector, graph, and embedding infrastructure.
Free AI text summarization and translation across 20+ languages
Turn two photos into realistic AI-generated hug videos.
Lightweight ColPali-based image retrieval for cloud-native document search.
GPU-optimized media generation APIs for image, video, and audio at scale.
Free open-source AI subtitle tool that understands semantics, not just transcription
No-code AI WhatsApp agents with voice, web search & function calling
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