MCP Server Directory

Enables human-in-the-loop workflows by launching a browser interface where users can provide interactive feedback during task execution, returning structured responses to AI assistants through real-time WebSocket connections.

Provides a stateful web research system that iteratively explores topics using Firecrawl for searches and GPT-4 for analysis, generating citation-rich reports without manual search management.

Provides a bridge to Jupiter's Ultra API for executing token swaps on Solana blockchain with optimal routing, competitive pricing, and transaction handling for DEX and RFQ operations.

Integrates with ArXiv, OpenAlex, and Open Science Framework to provide unified academic paper search, metadata retrieval, and full-text PDF extraction converted to clean markdown format for research analysis and literature reviews.

Transcribes and analyzes video content from sources like YouTube using multiple transcription services with automatic fallback for reliable text extraction from audio.

Provides direct access to AWS CloudWatch logs with tools for listing log groups and retrieving filtered log entries through a Python-based server using FastMCP and boto3.

Creates sandboxed local dev environments directly from GitHub; run tests, report coverage and more.

Integrates with the Wealthy trading platform to enable real-time financial operations including price queries, order placement, portfolio management, and trade idea retrieval for traders analyzing their investments

Provides specialized legal reasoning tools for structured analysis, follow-up questioning, and professional document formatting across multiple legal domains including ANSC contestations, consumer protection, and contract analysis.

Provides a lightweight server for seamless access to NebulaGraph 3.x graph databases, enabling graph schema exploration, query execution, and advanced graph-based operations like path finding and neighbor discovery.

Provides secure Python code execution in isolated Docker containers with session-persistent workspaces, configurable pip requirements, file mounting capabilities, and automatic artifact capture for data analysis workflows.

Provides knowledge management capabilities through Elasticsearch integration, file system operations, and Git/SVN version control with 31 specialized tools for document indexing, sandboxed file operations, and automated version control workflows.

Provides searchable access to Lenny's Podcast transcripts for product management insights, using FlexSearch for fast full-text search across topics like pricing strategies, growth tactics, and product leadership advice.

Implements a multi-provider memory system for LLMs, enabling conversation history management and seamless model switching across OpenAI, Anthropic, OpenRouter, and Ollama.

Provides screen capture capabilities using PyAutoGUI to take, compress, and serve screenshots for analysis of the user's current screen content.

Integrates with Figma API to retrieve design files, extract design tokens and CSS properties, process designer comments for implementation instructions, and download assets for automated design-to-code conversion across 10 frameworks including React, Vue, Angular, SwiftUI, and mobile platforms.

Validates, auto-fixes, and scaffolds Beckhoff TwinCAT 3 XML files with IEC 61131-3 OOP checks and deterministic code quality pipelines.

Provides flexible, timezone-aware date and time formatting across various locales.

Provides a bridge to NASA's Earthdata platform for searching and retrieving Earth science datasets and data granules based on keywords, temporal ranges, and geographic boundaries.

Bridges medical professionals with 3D Slicer's medical imaging platform, enabling MRML node listing and direct Python code execution for advanced image analysis and visualization tasks.

Provides distributed graph memory storage for coding agents using KuzuDB with structured development workflow states, unified tools for architectural decisions and dependency tracking, and persistent memory across sessions for maintaining project context and decision history.

Provides local-first persistent memory with episodic and semantic storage, enabling context retention across sessions and knowledge graph building from conversations.

Python-based framework for connecting Claude and other LLMs to executable Python code through User Defined Functions, enabling data scientists to extend their models with custom Python capabilities.

Integrates language server capabilities to provide code analysis, completion, and diagnostics for developing in various languages.

Provides Ant Design component documentation through specialized tools for discovery, exploration, and implementation guidance in React applications

Integrates with the Aibolit Java code analyzer to identify critical design issues in Java code, focusing on maintainability, readability, and architectural concerns rather than cosmetic problems.

Integrates with OPC UA industrial automation systems to enable reading and writing node values for monitoring and controlling connected devices

Integrates with Cisco's Meraki Dashboard API to enable network discovery, device management, policy retrieval, and network creation/deletion operations without leaving your conversation context.

Integrates unconventional ideation techniques to facilitate structured brainstorming and creative problem-solving sessions.

Enables automated frontend testing by analyzing JavaScript/TypeScript code, generating Jest and Cypress tests, and executing them in isolated environments with proper configurations and dependencies.

Provides a JSON-RPC interface to Datomic databases, enabling schema exploration, Datalog query execution, and raw index access for data analysis without context switching.

Provides live optimization analysis for Microsoft Fabric items with 100+ rules across Lakehouses, Warehouses, Eventhouses, and Semantic Models.

Provides a persistent, searchable, automatically updated 'second brain' for development by integrating ChromaDB with automated codebase indexing, chat logging, and sequential thinking tools that maintain context across sessions.

Integrates with College Football Data API to provide natural language querying of game results, team records, player stats, rankings, and advanced metrics.

Integrates with the TON blockchain to analyze wallet addresses, track transactions, detect trading patterns, and identify market trends for cryptocurrency traders and analysts.

Integrates with Cisco's Support APIs to search bug databases, retrieve case information, and access product lifecycle data with OAuth2 authentication and rate limiting for technical support workflows and incident investigation.

Provides a bridge to Alibaba Cloud's Edge Security Acceleration service for managing edge routines, deployments, routes, and sites through authenticated API operations.

Provides a bridge between conversational interfaces and Vectara's Retrieval-Augmented Generation capabilities, enabling powerful search queries that return both relevant results and generated responses with customizable parameters.

Provides cybersecurity professionals with penetration testing capabilities through specialized servers for payload generation, reconnaissance, shellcode building, and security monitoring.

Provides a bridge between AI and YDB databases, enabling natural language interactions for executing SQL queries, exploring schema information, and retrieving connection status.

Integrates with CoinPaprika API to provide real-time cryptocurrency price data, historical OHLCV analysis, technical indicators (RSI, MACD, Bollinger Bands), chart pattern recognition, and trading signal generation with risk assessment for automated trading workflows and portfolio management.

Enables semantic code search and understanding by cloning git repositories, splitting code into semantic chunks, and generating embeddings for natural language querying of large codebases

Analyzes React component files and design tokens to provide accurate component properties and styling information for precise UI code generation and design recommendations.

Provides access to Cursor IDE's SQLite databases for exploring project data, chat history, and composer information through an API that automatically detects installations and exposes structured resources and tools for analysis.

Bridges Flux's image generation capabilities to coding environments, enabling text-to-image, image-to-image, inpainting, and structural control operations directly within IDEs through TypeScript-to-CLI command translation.