MCP Server Directory

Provides semantic code analysis and search capabilities for Python codebases through AST extraction, call graph generation, and vector embeddings, enabling rapid semantic search, architectural documentation generation, and efficient navigation of large Python projects.

Provides NumPy-based mathematical operations and statistical analysis tools for advanced numerical computations, data analysis, and linear algebra operations in Python environments.

Provides continuous background cognitive processing through local Ollama models that analyze conversations for patterns, connections, and insights, automatically saving significant findings to Obsidian while maintaining temporary scratch storage for medium-priority thoughts.

Provides access to Danish laws, bills, parliamentary cases, actors, and legislative history through the Retsinformation API.

Provides documentation assistance capabilities for developers looking to incorporate up-to-date docs in their workflows.

Integrates with TMF620 Product Catalog Management API to enable listing, retrieving, and creating catalogs, product offerings, and specifications for e-commerce or telecom service providers.

Saves session records to markdown files organized by IDE, date, and description for capturing and persisting conversations from development environments with automatic file organization and configurable metadata.

Automates iOS development workflows through command-line tools like simctl, xcodebuild, and idb for building apps, managing simulators, controlling UI interactions, capturing screenshots, and debugging Swift concurrency.

Provides persistent memory and structured reasoning capabilities through dual-layer memory systems (FIFO cache and graph-based storage) with cognitive mode switching, thought chain management, and association-based retrieval for complex problem-solving workflows.

Evaluates websites for crawling compliance and safety by analyzing robots.txt files, detecting anti-crawling mechanisms, identifying sensitive data, checking copyright restrictions, and scanning for exposed endpoints to provide three-tier risk ratings with specific recommendations for compliant web scraping strategies.

Task infrastructure for AI agents with delegation chains, agent identity, and webhook-driven lifecycle tracking.

Automates VPS initialization and deployment workflows through SSH connections, providing tools for system setup, service installation, Nginx configuration with SSL, and GitHub CI/CD pipeline creation.

Integrates with Docker, Git, and development tools to enable software project management, code analysis, and automated workflows across languages and frameworks.

Local-first code intelligence server providing semantic code search, dependency analysis, review history tracking, and symbol context for Python and TypeScript repositories.

Enables AI assistants to manage infrastructure as code through Pulumi Cloud API, providing capabilities to create and list stacks across organizations and projects

Provides read-only access to local WhatsApp chats and messages via the unofficial Baileys library with account suspension risk.

Integrates with DICOM systems to provide connectivity testing and diagnostics for medical imaging workflows, enabling node listing, C-ECHO operations, and configuration management.

Aggregates multiple search engines, academic databases, and content sources with intelligent load balancing and failover mechanisms to provide web search, research capabilities, and PDF processing with OCR support as a free alternative to paid search APIs.

Integrates with Kaggle's API to provide access to competition lists, leaderboards, dataset searches, model browsing, and configuration options for data science workflows.

Integrates with Google Gemini 2.5 Flash to provide text-to-image generation, image editing, composition, and style transfer capabilities with support for base64 and file path inputs.

Transforms Arduino-compatible microcontrollers into AI-controllable devices via MCP over Serial or TCP.

Comprehensive Xcode, Simulator, Accessibility, and AppleScript automation toolkit for macOS development.

Automates Go development workflows with six core tools for building, testing, running, dependency management, formatting, and static analysis across single projects and multi-module workspaces.

Provides unified database access across PostgreSQL, MySQL, SQLite, Redis, MongoDB, Cassandra, Microsoft SQL Server, and Amazon DynamoDB with 25+ tools for operations, schema management, data export/import, query performance analysis, and transaction support through a comprehensive adapter pattern architecture.

Integrates with DevRev APIs to enable search and retrieval of DevRev data for automated issue tracking, customer support analysis, and data-driven decision making.

Provides a bridge between MCP clients and GraphQL APIs, enabling introspection of schemas and execution of arbitrary operations with full support for queries, mutations, variables, and authentication.

Provides loan and credit management system access through Spring Boot application with H2 database, enabling financial institutions to perform credit assessments, loan processing, customer relationship management, and automated lending decisions.

Provides a lightweight blockchain interaction toolkit for Hedera network operations, enabling developers to create wallets, check balances, build transactions, and send signed transactions with minimal overhead.

Provides background removal capabilities using the rembg library with 20+ specialized models including U2Net, BiRefNet, and SAM variants for portraits, anime, clothing, and general objects, supporting single image processing and batch folder operations with configurable alpha matting and mask-only output options.

Provides security analysis for Solana Anchor programs by exposing tools that check smart contracts against Fender security vulnerabilities directly within development environments.

Integrates with AWS Cost Explorer through OAuth 2.0 authentication to provide cost analysis, usage forecasting, dimension discovery, and cost comparison capabilities for financial analysis and cloud cost optimization workflows.

Provides web crawling and search capabilities through Jina AI's API with URL content extraction and semantic web search optimized for research workflows and content analysis.

Get access to MCP server SVG and MCP server PNG icons in your vibe-coding projects

Provides access to the Consumer Financial Protection Bureau's complaint database for searching and retrieving banking and financial service complaints by company, product type, and result size.

Provides access to over 10,000 curated business insight reports stored locally with intelligent search capabilities including keyword matching, publisher filtering, date range queries, and full-text content retrieval for research workflows and market analysis.

Control Frigate NVR instances for event management, camera control, recordings, video exports, and object classification.

Integrates with SolarWinds Observability logs, providing tools for searching, visualizing, and analyzing log data with advanced filtering options and customizable time ranges for DevOps and IT operations teams.

Integrates with Outscraper's data extraction services to provide Google Maps business search, review extraction, photo retrieval, directions planning, web and news search, app store analysis, and domain contact discovery for market research and business intelligence workflows.

Integrates with Elasticsearch to provide semantic search functionality for blog posts, returning formatted results including titles, URLs, and relevant text snippets.

Reads, creates, and updates PowerPoint presentations with slide content extraction, text updates, and image insertion.

Ruby-based pair programming assistant providing five specialized tools for code review, brainstorming, performance analysis, and security audits through configurable AI model integration via OpenRouter.

Provides diagnostic and repair tools for Model Context Protocol configurations

Long-term agentic memory framework providing persistent memory, searchable knowledge, and evolving identity for agents.

Provides real-time Hong Kong bus information through KMB API integration, enabling users to find routes, locate stops, and check arrival times through conversational queries.

Provides secure SQL execution capabilities across multiple database types with connection pooling, safety checking, audit logging, and write confirmation previews.