AI Engineering

MCP Development provides patterns and code for building MCP servers, including tools, resources, prompt templates, and transport configuration. Use it when developing MCP servers or configuring clients for Claude Code.

Rapidly onboard projects to Windsurf with optimized Cascade AI configuration, including rules setup, project context, and team defaults. Use when setting up new projects for AI-assisted development.

Memory Config diagnoses and configures MemSearch memory behavior for the Codex plugin, covering summarization, memory directories, index health, provider routing, prompt files, and migration. Use it to troubleshoot memory capture/search and set settings.

Memory Config diagnoses and configures MemSearch memory behavior for the OpenCode plugin, including summarization, PROJECT.md/USER.md maintenance, index health, provider routing, and plugin updates.

Memory Recall searches and recalls relevant memories from past sessions via memsearch, returning historical context, decisions, and debugging notes when the current question could benefit from them.

Memory Recall searches past session memories and retrieves relevant context, decisions, debugging notes, and project knowledge. Use it when historical context could help answer a question or when memory availability hints are present.

Memory Recall searches a shared persistent memory store across AI agents to surface past work, decisions, and conversation fragments. Use it when a task benefits from historical context or prior findings.

Memory Recall searches and recalls relevant memories from past sessions so an agent can use historical context when answering. Use it when a question could benefit from past decisions, debugging notes, previous conversations, or project knowledge.

Memory Recall searches past session memories via memsearch so an agent can recall prior decisions, debugging notes, and project context. Use when a question benefits from historical context rather than current code state.

Memory to Skill turns workflows from MemSearch memory into reusable skills by managing procedural-memory candidates under .memsearch/skill-candidates/. Use it when asked to make, extract, distill, review, or install a skill from recent or past work.

Memory to Skill turns workflows from MemSearch memory into reusable skills. Use it when asked to create, review, install, or distill skills from recent work or history, or to configure background skill distillation.

Memory to Skill distills workflows from MemSearch procedural memory into reusable skill candidates and installs them after review. Use it when asked to turn recent work or history into a skill, review skill candidates, or enable background skill distillation.