Model Context Protocol (MCP)

A curated collection of DESIGN.md rule systems and design tokens for vibe-coding agents to instantly generate production brand UIs.

Model Context Protocol reference server providing secure, read-only and analytical schema exploration and SQL query execution against PostgreSQL databases.

Model Context Protocol server providing vector similarity search and payload filtering across Qdrant vector databases.

MCP server for GitLab project management, merge requests, branch commits, and CI/CD pipeline triggers.

Model Context Protocol server retrieving stack traces, error issues, and debug breadcrumbs from Sentry for automated bug fixing.

Official Brave Search Model Context Protocol server enabling AI assistants to perform web, local, and news searches with privacy preservation.

Official Model Context Protocol server for Chroma, exposing semantic embeddings search, vector collection management, and document querying.

Model Context Protocol server for searching, reading, and extracting content from Google Drive documents and spreadsheets.

Model Context Protocol server for Obsidian vaults, enabling AI assistants to safely search, read, and append local Markdown notes without corrupting frontmatter.

Anthropic's official reference Model Context Protocol (MCP) servers, including Filesystem, SQLite, Git, Memory, and Web Fetch tools for Claude Desktop and Cursor.

Model Context Protocol server connecting AI assistants to Slack channels, direct messages, and thread summaries.

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds across 162 languages.

MCP server for searching, querying, and reading books and metadata from your local Calibre ebook library.

Model Context Protocol server for inspecting Redis keys, monitoring memory, and querying in-memory datastores.

Official templates, starter code, and architectural guidelines for building and packaging custom MCP servers in Python and TypeScript.

Model Context Protocol server for semantic passage re-ranking and cross-encoder relevance scoring across complex RAG contexts.

Model Context Protocol server enabling autonomous browser navigation, web scraping, and HTML screenshot capture for AI agents.

Model Context Protocol server for GitHub repository inspection, issue tracking, pull request management, and file search.

Autonomous coding agent MCP server that navigates codebases, performs intelligent semantic refactoring, and executes build verification.