Team JC
We made the world's fastest, cheapest, and most accurate browser use on Vultr and it doesn't even use vision.
Everything in the community tagged MCP: discussions, projects, challenges and events in one place.
We made the world's fastest, cheapest, and most accurate browser use on Vultr and it doesn't even use vision.
# Safe Scribe by TrustEdge AI **A clinical handoff scribe where the agents argue before they commit, and nothing identifiable leaves the room.** Built in one day at The AI Conference Hack Day 2026 by Erik Jones and Jaiven Spence (TrustEdge AI / Jacobian Engineering) with their agent teams. Repo: https://github.com/erikdj/ai-hackday-2026 ## The problem Clinics want AI scribes. Compliance officers say no, twice: patient data would leave for a hyperscaler LLM API, and afterwards nobody can prove…
Buttery is an agent-first household food ledger. You manage your food by talking to the AI assistant you already use (Claude, ChatGPT/Codex, any MCP client): share a Costco receipt, a fridge photo or a recipe screenshot, or just say "I froze the chicken". Buttery keeps a trustworthy record of what food the household has, the evidence behind each belief, and what is about to expire. A small mobile web app handles quick reviews and corrections through links the assistant hands you. It is honest…
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# Safe Scribe by TrustEdge AI **A clinical handoff scribe where the agents argue before they commit, and nothing identifiable leaves the room.** Built in one day at The AI Conference Hack Day 2026 by Erik Jones and Jaiven Spence (TrustEdge AI / Jacobian Engineering) with their agent teams. Repo: https://github.com/erikdj/ai-hackday-2026 ## The problem Clinics want AI scribes. Compliance officers say no, twice: patient data would leave for a hyperscaler LLM API, and afterwards nobody can prove…
Buttery is an agent-first household food ledger. You manage your food by talking to the AI assistant you already use (Claude, ChatGPT/Codex, any MCP client): share a Costco receipt, a fridge photo or a recipe screenshot, or just say "I froze the chicken". Buttery keeps a trustworthy record of what food the household has, the evidence behind each belief, and what is about to expire. A small mobile web app handles quick reviews and corrections through links the assistant hands you. It is honest…
oneshot-video is a founder's oneshot demo video maker. It is a launch-film wrapper. It reads an app, drives its main flow in a browser, records it, writes a terse script, narrates it, scores it, and renders a 30-second cut in one fixed film. It is a founder's oneshot demo video. https://oneshot-video.ngrok.app/
# AccountPulse - **What it is:** an AI early-warning system that tells customer-success teams which customers are about to leave, why, and what to send them. - **How:** CRM data + live news + competitor traffic → scored by Crusoe → fact-checked by Nebius → stored as a Neo4j graph → shown in the dashboard.  ## Live demo in 3 terminals - **1. Backend:** `cd backend && source .venv/bin/activate && uvicorn app:app --reload --port…
Full-Stack Self-Healing DevOps & Security Copilot The Concept: An AI operations engineer that doesn't just suggest code fixes—it monitors cloud infra, detects uptime/security drops, automatically provisions fixes, and generates audit reports for enterprise compliance.
We made the world's fastest, cheapest, and most accurate browser use on Vultr and it doesn't even use vision.
Ligis is an on-chain trust gate that stops an AI agent's payment before it sends money to a prompt-injection attacker — verdict in under 700ms, powered by Vultr Serverless Inference.
RAID — Report Agent for Intelligent Decisions Enterprise AI that investigates before it decides. RAID helps enterprises make high-stakes decisions by investigating their documents and data before providing a recommendation. Instead of generating a single AI answer, RAID performs a structured investigation: it gathers evidence, analyzes information, verifies findings, and produces a clear report explaining how the decision was made. Problem: Every day, organizations make decisions worth…
Sentinel intercepts phantom tool calls – LLMs invoking functions that don't exist – before execution. A 3-layer cascade (registry match + embedding similarity + Gemin Flash verifier) corrects or blocks hallucinated tool names in under 1ms.
VisionOps is a multimodal AI strategist that hears your business challenge, sees your whiteboard, and draws live strategic frameworks SWOT, competitive maps, business model canvases while speaking its analysis in real time. No typing. No switching tools.
An autonomous agent that turns any social profile into a personalised video — from enrichment to rendered output, zero human steps.
Submit a ticker. Five agents read the 10-K, 10-Q, and earnings call, then argue. Bull and bear cite every claim to a primary source. A reconciler ranks where they materially disagree. One click to verify against SEC text or call audio.