We do not think Anthropic should be designated as a supply chain risk
#2AI Government Relations and Policy Tracker6/10A structured, continuously updated timeline and alerting tool that tracks interactions between AI companies and governments — contracts, designations, lobbying, executive orders, and personnel moves. Ghostty – Terminal Emulator
#2Intelligent Terminal Session Persistence and Restore5/10A terminal-agnostic daemon that captures full session state — windows, tabs, working directories, running processes, scroll history, and environment — and restores it perfectly across restarts or terminal switches. Decision trees – the unreasonable power of nested decision rules
I built a demo of what AI chat will look like when it's “free” and ad-supported
#1Ad-Transparency Layer for AI Chat PlatformsP6/10A browser extension or middleware that detects and labels when AI chatbot responses contain sponsored or paid product placements, giving users a 'nutrition label' for AI bias. #2Open-Weight AI Assistant with Zero Ad Architecture5/10A consumer AI chat product built on open-weight models that runs locally or on user-controlled infrastructure, with a paid-upfront model and a contractual guarantee of no ads or sponsored responses ever. #3AI Response Integrity Auditing for Enterprises7/10A B2B SaaS that audits AI-generated recommendations and answers for hidden commercial bias, ensuring enterprises using AI tools for procurement, research, or customer service get uncompromised outputs. When does MCP make sense vs CLI?
#2Secure Agent Sandbox with Credential Isolation7/10A lightweight container runtime purpose-built for AI agents that isolates tool execution while managing credentials securely, preventing the agent from accessing raw secrets even when it has shell access. #3Agent Service Mesh for MCP Microservices7/10A managed platform that converts MCP servers into secured microservices with policy enforcement, authentication, and observability — letting agents call any tool via simple HTTP while enterprise security teams maintain control. #4Token-Optimized Agent Context Manager6/10A middleware layer that sits between agents and their tools (MCP or CLI), intelligently compressing, caching, and routing tool responses to minimize context window bloat during multi-step agentic workflows. WebMCP is available for early preview
#1Structured Product Data API for Consumer BrandsP6/10A platform that helps consumer brands (grocery, pharmacy, retail) publish structured, machine-readable product data (ingredients, nutrition, allergens, pricing) via standardized APIs that AI agents and comparison tools can consume. #2Embeddable AI Agent for Any Website6/10A drop-in JavaScript widget that gives any website a conversational AI agent capable of navigating, clicking, and filling forms on behalf of the user — no API work required from the site owner. #3Anti-AI-Manipulation Shield for Website Operators6/10A security layer that detects and blocks AI agents attempting prompt injection, fake tool registration, ad-hijacking, or unauthorized scraping through emerging web agent protocols like WebMCP. Switch to Claude without starting over
#1Universal AI Profile Portability LayerP6/10An open-standard personal AI context vault that lets users export, own, and import their preferences, memories, and interaction history across any LLM provider. #2Provider-Agnostic AI Router with Uptime Guarantees6/10A smart routing layer that automatically fails over between Claude, GPT, and Gemini based on real-time availability, quality, and cost — maintaining consistent context and preferences across all backends. #3AI Coding Agent IDE-Agnostic Quality Benchmarking Platform5/10A continuous benchmarking service that tests frontier models on real-world coding tasks across languages and frameworks, publishing live accuracy and reliability scores so developers can choose the right model for their stack. Microgpt explained interactively
#2Adaptive Depth Technical Writing Platform for ML6/10A technical content platform that dynamically adjusts explanation depth based on reader comprehension level, expanding or collapsing sections so the same article works for beginners and experts. MCP server that reduces Claude Code context consumption by 98%
New iron nanomaterial wipes out cancer cells without harming healthy tissue
#2Cancer Treatment Progress Tracker for Patients6/10A platform that aggregates clinical trial results, treatment outcome data, and emerging therapies by specific cancer type and stage, giving patients and families an honest, continuously updated picture of what's actually improving and what trials they could access. How to talk to anyone and why you should
#1AI-Powered Real-Time Social Conversation Coach AppP5/10A wearable-connected app that listens to live conversations and provides real-time nudges (via haptics or earpiece) to help socially anxious people initiate and sustain conversations with strangers.