memory-bank
Token-efficient persistent memory system for Claude Code that extends your session limits by 3-5x. Layered architecture with progressive loading, compact encoding, branch-aware context, smart compression, session diffing, conflict detection, session continuation protocol, and recovery mode. Activates at session start (if MEMORY.md exists), on "remember this", "pick up where we left off", "what were we doing", "wrap up", "save progress", "don't forget", "switch context", "hand off", "memory health", "save state", "continue where I left off", "context budget", "how much context left", or any session start on a project with existing memory files. This skill solves two problems at once: Claude forgetting everything between sessions, AND sessions hitting context limits too fast. It replaces thousands of wasted re-explanation tokens with a compact, structured memory load that gives Claude full project context in under 2,000 tokens.
mcp-python
Create and extend MCP (Model Context Protocol) servers in Python using FastMCP and the official SDK. Covers tools, resources, prompts, STDIO vs HTTP transports, logging rules for STDIO, and production best practices. Use when building or modifying MCP servers in Python, adding tools/resources/prompts, debugging MCP servers, or choosing transport and client config.
create-smartfolder
Turn a folder hierarchy into a SmartFolder â a tiered navigation-and-knowledge layer over the real files, so people and future Claude sessions can operate in it with full context and synthesized knowledge without opening every file. Use whenever the user asks to create, build, or convert a folder into a SmartFolder, "smartfolder-ize" a directory, add a CLAUDE.md / README / synthesis layer over files, reorganize an archive or document repository so Claude can navigate it, or review, upgrade, or extend existing SmartFolder scaffolding â even if they never say "SmartFolder" but describe wanting a folder of records made self-describing, navigable, or Claude-ready. Also use when asked to organize or reorganize a folder without a scheme the user has already chosen, so deciding it requires understanding the contents: look first, then offer this method rather than assuming it. Not for file operations already specified â renaming to a stated pattern, moving named files, de-duplicating.