"memory" matching MCP servers:

MCP server for Yandex Wordstat v2 API enabling keyword research and search trend analysis with in-memory caching, integrated via mcpo proxy with Open WebUI.

Provides structured creative intelligence for ad creatives, enabling AI agents to analyze, tag, and optimize ad performance across 28 dimensions with memory and brand customization.

A memory-backed brand generation runtime for agent-led creative iteration. Enables AI agents to plan, generate, review, and improve brand materials with persistent brand memory and structured workflows.

Enables AI agents to act as graphic designers by generating images and social-ready visuals, with brand DNA memory, genre-aware styles, 35+ platform presets, self-critique, and version control.

An AI copilot for marketing budgets that uses a 6-agent society with learned memory to manage ad accounts, built as a Model Context Protocol server for Qwen Cloud.

Provides 10 validation tools for direct response copywriting, including blind critique, emotional stress test, semantic memory search, and more.