AI & ML

A specialized MCP server that connects AI assistants to the PubChem database, enabling programmatic search and retrieval of molecular structures, chemical properties, and compound identifiers.

MCP server that gives AI assistants direct access to ngspice circuit simulation — design, simulate, and verify circuits through natural language

A Playwright-powered search engine integration that bypasses anti-bot mechanisms to provide clean, structured Google Search results locally without API fees.

A specialized MCP server that bridges AI models with Offorte's proposal engine, enabling automated creation, management, and delivery of interactive business proposals.

A context-persistence MCP server that stores LLM interaction styles as emoji-based memory keys to provide consistent personalized experiences across different conversations.

This MCP server provides integration with the Finnhub API, allowing users to fetch real-time market data, stock quotes, financial reports, and analyst recommendation trends.

MCP (Model Context Protocol) Server. Provides symbolic mathematics capabilities through a Python-based server that leverages SymPy for complex calculations, equation solving, and mathematical manipulation.

A Medusa.js documentation MCP server that provides local access to framework docs through fuzzy search, semantic matching, and section retrieval for streamlined development.

MCP (Model Context Protocol) Server. Provides AI assistants with persistent memory and task management capabilities through semantic search, project organization, and task tracking with priorities and statuses.

Figma Copilot is a comprehensive Model Context Protocol server that allows AI assistants to programmatically control Figma, offering advanced text formatting preservation, batch operations for massive performance gains, and complex design automation like auto-layout management and component manipulation.

An enterprise-grade MCP server platform for executing real DeFi operations on Solana and EVM chains using natural language. It enables users to perform live trading, volume generation, and wallet management directly within Claude Desktop.

SensorMCP enables automated computer vision workflows by using foundation models like GroundedSAM to auto-label images and train custom YOLOv8 object detection models through natural language.

A distributed knowledge preservation and communication platform for multi-agent systems, providing Slack-like channels, semantic search, and persistent memory via SQLite and Qdrant.

Open-source multi-agent task board for OpenClaw. Kanban + DAG dependencies + MCP server + auto-retry + audit trail. Built for autonomous AI agent teams.

A specialized MCP server for solving Japanese crossword puzzles by managing grid structures, clue definitions, and candidate word validation. It provides automated tools for checking word consistency and rendering the final completed board.

MCP (Model Context Protocol) Server. Integrates with Telegram chats via the Bot API to enable secure, whitelisted messaging and AI-powered interactions for automated workflows and communication channels.

MCP (Model Context Protocol) Server. Retrieves and processes published books from Library Genesis, delivering text content in manageable chunks with proper metadata for in-depth analysis and research.

Integrates with Galileo's evaluation and observability platform to manage datasets, prompt templates, and experiment setups for monitoring LLM application performance.

Raku MCP SDK

MCP (Model Context Protocol) Server. Integrates with OpenSearch to enable powerful full-text search, data aggregation, and real-time analytics capabilities for applications requiring advanced search and log analysis.

MCP (Model Context Protocol) Server. Integrates with CouchDB to enable database management, document operations, and Mango queries for applications requiring document-based storage and retrieval.

A comprehensive Universal Model Context Protocol server for EVM-compatible blockchains, enabling AI agents to perform token swaps, cross-chain bridging, staking, lending, security audits, and market analysis through natural language.

MCP (Model Context Protocol) Server. Enables searching YouTube videos, retrieving detailed information, and extracting subtitles in English or Russian for referencing and analyzing video content during conversations.

MCP (Model Context Protocol) Server. Benchmarks vLLM deployments by measuring throughput, latency, and token generation speed through natural language test configuration

MCP (Model Context Protocol) Server. Analyzes JSON log files from Python applications with tools for searching by level, module, function, and time ranges, aggregating data by various criteria, and generating statistics for debugging and performance monitoring.

Reduce MCP tool count by 10-100x. TypeScript framework that groups related operations behind discriminators, with automatic schema generation, type-safe validation, token-optimized descriptions, and hierarchical grouping for enterprise-scale APIs.

MCP server for NetSuite ERP integration with OAuth 2.0 authentication, enabling natural language access to NetSuite data through SuiteQL queries, reports, saved searches, and REST API operations.

MCP (Model Context Protocol) Server. Provides a lightweight bridge between AI systems and ODBC-compatible databases, enabling SQL queries, table exploration, and schema discovery with special optimizations for Virtuoso DBMS features like SPARQL queries.

An MCP server that indexes local Maven and Gradle repositories, enabling AI agents to perform semantic searches, extract method signatures, and decompile source code from Java dependencies.

MCP (Model Context Protocol) Server. Integrates with Kubernetes to enable natural language-based cluster management and command execution for streamlined DevOps workflows.