"Understanding Context Memory in Chat Systems" matching MCP connectors:

Connect your espresso routine to your AI assistant. This MCP server allows LLMs to act as a personal coffee coach by accessing your shot logs, grinder settings, and active bean inventory. Use it to automatically calculate extraction adjustments, track remaining coffee supply, and lock in winning recipes directly from your chat session.

Booking-focused MCP server for real home services in Greater London, including furniture assembly, wall mounting, handyman, electrical, and smart home jobs.

Give your AI app the keys to the house — smart home sensors, alerts, automations, and the switch itself. Point Claude, ChatGPT, Cursor or Codex at your own Chirp home and ask which sensors have gone quiet, why the leak detector went off at 2am, or how cold the garage got overnight — then add a sensor, build an automation, or switch something on. Hosted and OAuth-secured: you sign in with your usual Chirp account, there is no key to generate. Two devices are free. https://chirpwireless.io

Give your AI agent a memory and body on your iPhone: set alarms, ring your phone, over MCP.

Scraps Kitchen gives any AI agent a persistent, household-aware kitchen memory. Unlike generic chatbot recall, Scraps maintains structured cooking data: what's in your fridge (with freshness tracking), who you cook for (with allergens, dietary restrictions, and preferences), your recipe collection (with cook notes and per-diner ratings), your shopping list, and your kitchen equipment. 27 tools across 6 domains let agents read kitchen context, suggest meals that respect dietary safety, update the pantry after cooking, and build a history of what works for your household. Every interaction makes the data richer. Cooking history, preference signals, kitchen awareness = better suggestions next time. All tools work via oAuth and a free scraps.kitchen account.