Overview
A production MCP server that gives AI assistants persistent memory across conversations. Features 8 tools — save, search, update, delete, list, get_context, get_rules, and get_memory. Uses pgvector with gte-small embeddings (384-dim) for AI-powered semantic search across all stored memories. Secured with OAuth 2.0 + PKCE (S256). Includes a glassmorphism UI with a visual rules editor that exports .claude.md files. Soft deletes, access logging, and category-based organization (preference, rule, project, decision, context, snippet, note, persona).
Tech: TypeScript, Next.js 16, React 19, MCP Protocol, Supabase, pgvector, Tailwind v4, ShadCN, OAuth 2.0, Vercel
Tech Stack
Key Features
8 MCP tools for full memory CRUD + semantic search
AI-powered vector similarity search via pgvector + gte-small embeddings
OAuth 2.0 with PKCE S256 for secure AI client auth
Category-based memory organization (preference, rule, project, decision, context, snippet, note, persona)
Visual rules editor with .claude.md export
Glassmorphism UI with indigo accents built on ShadCN v4
Soft deletes and access logging on every tool call
Project-scoped context retrieval for instant AI onboarding
Challenges & Solutions
Semantic Search Accuracy
Implemented pgvector with gte-small embeddings (384-dim) via Supabase Edge Functions, enabling natural language queries to find relevant memories with high precision.
Secure AI Client Authentication
Built full OAuth 2.0 flow with PKCE S256 challenge method, allowing AI clients like Claude to authenticate securely without exposing secrets.
Cross-Session Context Continuity
Designed project-scoped get_context tool that retrieves all related memories in one call, giving AI assistants instant onboarding into any project's full state.
Architecture
Next.js 16 App Router with Server Components by default. MCP server exposes 8 tools via MCP SDK. Supabase handles auth, data storage, and vector embeddings via Edge Functions. pgvector powers semantic search with 384-dim gte-small embeddings. OAuth 2.0 with PKCE S256 for secure AI client authentication. Deployed on Vercel.
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