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MCP Servers
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Semiotic is a React data-visualization library designed for AI-assisted development — 30+ chart types (XY, categorical, network, geo, realtime, coordinated views) with a `semiotic-mcp` MCP server exposing `renderChart`, `getSchema`, `suggestChart`, `diagnoseConfig`, and `reportIssue` tools so coding assistants generate correct chart code on the first try.
Provides an AI-accessible interface for querying comprehensive geologic data from the Macrostrat API, enabling natural language exploration of geological information and map data.
Official Supabase MCP server for full project control. Execute SQL queries, manage tables and migrations, deploy Edge Functions, generate TypeScript types from schemas, and monitor logs. Supports read-only mode, project scoping, and feature-level access control for safe AI-assisted development.
Manages file system operations like listing, searching, creating, moving, and deleting files with advanced filtering and metadata extraction capabilities.
Breaks down complex software development projects into manageable tasks, maintains contextual information across coding sessions, and streamlines AI-assisted development workflows.
Enables multiplayer Tic-Tac-Toe gameplay with real-time board state management and turn-based interaction between players.
MCP server that lets multiple Claude Code instances find each other and exchange messages instantly — when you're running several sessions across different projects, any Claude can discover the others and send messages that arrive as `<channel>` events in real time.
MCP server providing type-safe access to CoinMarketCap cryptocurrency market data, trends, and metrics.
High-performance data-processing engine built on a multithreaded C++ core with 50+ Python-extensible pipeline nodes (13 LLM providers, 8 vector databases, OCR, NER, PII anonymization) — exposed to AI assistants through TypeScript, Python, and MCP SDKs so agents can build, run, and deploy visual `.pipe` workflows on Docker, on-prem, or RocketRide Cloud.
Indexes codebases using tree-sitter AST parsing and lets AI agents retrieve specific symbols with byte-level precision, reducing code-reading token costs by up to 99%.
MCP server providing DNS lookups, WHOIS queries, SPF validation, SSL certificate checks, and subnet calculations via the NetworkCalc API.
MCP server for Starknet blockchain interaction — querying on-chain data, managing wallets, and executing smart contract operations.
MCP server by econo21c. README provides minimal information about the project.
MCP server that performs deep, order-independent JSON comparison with detailed path tracking for structural and value differences.
AI-native SwiftUI component library with an MCP recipe server — production-ready animations (Shimmer, Typewriter, OrbitingLogos), charts (Line/Bar/Donut/Radar/Heatmap), UI components (Alert, Onboarding, Stepper), and multi-file modules (SWAuth/Amplify+Cognito, SWCamera+Vision, SWPaywall/StoreKit 2, SWChat with VolcEngine ASR, SWTikTokTracking) — exposed via `listRecipes`, `getRecipe`, `searchRecipes` for iOS 18+/Swift 5 apps.
MCP server collection including GitHub search and other utility servers, packaged as publishable npm modules with Docker support.
MCP server providing real-time and forecasted weather data for Turkish cities and global coordinates via Open-Meteo API.
An MCP server providing access to Apple developer documentation across all platforms (iOS, macOS, watchOS, tvOS, visionOS), including framework APIs, WWDC session videos with transcripts, sample code, and technology overviews searchable via natural language queries.
Local-first code intelligence MCP server that pairs the research-backed cAST chunking algorithm with multi-hop semantic search and regex — indexes 30 languages (Python, JS/TS, JSX/TSX, Java, Kotlin, C/C++/C#, Go, Rust, Swift, Vue, Svelte, Zig and more plus JSON/YAML/TOML/HCL/Markdown/PDF), supports VoyageAI/OpenAI/Ollama embeddings with Claude Code CLI or Codex CLI for code research, and integrates with Claude/VS Code/Cursor/Windsurf/Zed via MCP.
MCP server providing web search, content extraction, site mapping, and crawling capabilities powered by the Tavily API.
Xiaohongshu (Little Red Book) automation toolkit MCP server that enables AI-driven content creation, publishing (image/video posts), creator data collection, scheduled tasks via cron, and dashboard analytics through natural language conversation.
An MCP server for Unity that enables AI agents to interact with the Unity Editor and Runtime for game development, available as an OpenUPM package with Docker support.
Provides quantum physics simulation tools for AI assistants, enabling real-time analysis of atomic systems, Rabi oscillations, Bose-Einstein condensates, absorption spectra, and cavity quantum electrodynamics
Generates chart images and URLs using QuickChart.io by converting Chart.js configurations into visual representations across multiple chart types
Provides a comprehensive server for managing Solana blockchain wallets, tokens, transactions, and network interactions through a standardized Model Context Protocol interface
Provides AI coding agents with efficient, token-minimized access to documentation for APIs, services, and libraries through intelligent, context-aware search and retrieval
Provides deep automated codebase intelligence through hybrid semantic and BM25 search, AST-aware code chunking, polyglot dependency graphs, and searchable infrastructure artifacts — all zero-config, fully local, and tested on repositories with over 40 million lines of code.
Aggregates, filters, and distributes news articles from multiple sources using advanced machine learning and customizable content pipelines.