The notebook and signal feed of Ayush Kumar — blogs on engineering, AI, design, open source, developer tools, LLMs, AI agents, agentic AI, cybersecurity, AI security, and much more. Built to be read, made to be felt.
Fresh transmissions from the lab. Long enough to think, short enough to finish.
Build an MCP server that exposes describe_image, ocr_document, and compare_images so any MCP host — Cursor, Claude Desktop, Hermes — can understand screenshots, receipts, and UI diffs through one protocol.
A fully local photo assistant — receive images from Telegram, WhatsApp, or CLI, analyze them with MiniCPM-V 4.6 on Ollama, and return summaries, OCR, and suggested replies without images leaving your machine.
Complete walkthrough: API token setup, mcp.json config, verification, example prompts, and troubleshooting for Cursor + Vercel MCP.
Deep dive into the Vercel MCP server — architecture, deployment tools, prompt workflows, vercel:// resources, and live API verification.
Deep dive into the Asana MCP server — architecture, tool categories, prompt workflows, asana:// resources, and how we verify against the live API.
From template to npm: package structure, tool design, prompts, resources, verification, and the PR checklist for new integrations.
I'm Ayush Kumar — Senior Developer Relations Engineer, Community Manager, and AI & Cloud Engineer. I work on AI, ML, LLMs, vector databases, agentic AI, memory layers, and the tools that power them. I love exploring open source, building AI systems, growing communities, and doing product marketing, technical writing, documentation, and developer education. NeuralVerse is where I share the blogs, experiments, and ideas from that work.
$ whoami > ayush.kumar $ cat ./roles.txt > DevRel · Community · AI & Cloud Engineer $ ls ~/now/ ├── building/agentic-ai-systems ├── growing/developer-communities ├── writing/technical-docs ├── exploring/open-source-ai └── shipping/vector-memory-layers
Get unstuck on a hard problem, sharpen your roadmap, or just have a conversation about the road ahead. I run paid 1:1s through Topmate on the topics I've spent the last decade in.