🔌 MCP Server Toolkit
| mcp-memory | npx mcp-memory | Persist and recall architecture decisions, patterns, constraints, and project context |
Build plug-and-play MCP servers for any dev workflow — code search, docs, databases, and more.
🧠 Persistent project memory — Remember architecture decisions, patterns, constraints, and project conventions across AI coding sessions.
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mcp-memory|npx mcp-memory| Persist and recall architecture decisions, patterns, constraints, and project context | Give any AI coding agent a direct line into your codebase, docs, or database — in under 60 seconds.
Quick Start · Servers · Build Your Own · Discord · Changelog

Why this exists
When you ask Claude Code "where do we handle Stripe webhooks?" it has two bad options:
- Option A — Read every file in the repo. Slow, expensive, blows the context window on any real codebase.
- Option B — Guess based on the first few files it sees. Wrong half the time.
MCP Server Toolkit gives agents a third option: ask the right tool directly. Semantic code search, live database queries, doc lookups, API introspection — all surfaced through the Model Context Protocol standard, so any MCP-compatible client can use them without any changes to your existing code.






