AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
swagger-mcp-tool
A Bun-based MCP server that enables AI models to parse and query Swagger/OpenAPI documentation from local files or remote URLs to facilitate API integration and code generation.
Docker
A production-ready MCP server that enables AI assistants to manage Docker infrastructure, including image management, container lifecycle operations, and multi-service deployments via Docker Compose.
TinyDB Emcipi
A lightweight MCP server that provides long-term memory for AI agents using TinyDB JSON storage with schema validation and multi-database management.
Aguara MCP
Security scanner for AI agent skills and MCP servers
Temporal Knowledge Graph
A bi-temporal knowledge graph MCP server using FalkorDB and OpenAI to track facts over time with automatic conflict resolution and dynamic webhook-based tool generation.
ragdocs-mcp
A robust MCP server for local Markdown and plain text documentation providing hybrid semantic search, git history indexing, and a persistent AI memory bank.
Elasticsearch MCP Server Solution
A specialized MCP server for interacting with Elasticsearch APIs, optimized for security analysis, threat detection, and machine learning-powered anomaly detection.
Dokploy MCP Server
A comprehensive MCP server that enables AI assistants to manage cloud infrastructure on Dokploy, covering Docker containers, multi-database support, and automated deployments through a consolidated tool architecture.
Bulwark
AI agent governance: content scanning, audit logs, policy evaluation, session management.
Google Maps MCP Server
Integrates Google Maps routing and traffic intelligence with AI to provide advanced route planning, real-time traffic analysis, and comprehensive trip cost estimations including fuel and tolls.
Firebase Admin SDK
A Django-integrated MCP server that provides 14 tools for managing Firebase Authentication, Firestore databases, and Cloud Storage via the Firebase Admin SDK.
Pylpex
A Model Context Protocol server for the Pylpex programming language, providing tools for code execution, tokenization, and state management alongside language documentation and examples.
PostgreSQL MCP Server
A robust PostgreSQL interface for AI assistants featuring 'NEVERHANG' query safety, natural language to SQL translation, and deep schema introspection with granular security controls.
Claude Browser
A comprehensive browser automation MCP server built with Playwright that enables AI assistants to navigate URLs, extract content, fill forms, and interact with web elements.
mnemos-mcp
A self-hosted knowledge server that turns documentation into a multi-context memory system using local vector storage and Ollama embeddings for private, offline retrieval.
GitHub Actions MCP
A comprehensive MCP server for monitoring and managing GitHub Actions, allowing AI assistants to diagnose CI/CD failures, stream logs, and trigger workflows safely.
armavita-originality-ai-mcp
Local-first MCP server for Originality.ai workflows, including AI detection, plagiarism checks, readability, SEO scans, and scan-result retrieval for content teams.
Vaiz MCP
A Model Context Protocol server that connects Claude or Cursor to your Vaiz workspace, enabling comprehensive management of tasks, projects, documents, and team collaboration.
Laraguard MCP
A security audit server for Laravel projects that performs static code analysis, dependency CVE checks, and configuration audits. It enables developers to detect vulnerabilities like SQL injection and XSS while providing active attack simulations directly within MCP-compatible IDEs.
Interleaved Learning MCP Server
A cognitive science-based MCP server that implements interleaved learning techniques to optimize knowledge retention through mixed-topic study plans, quizzes, and flashcards.
Accessibility Testing MCP
A comprehensive accessibility testing server that utilizes axe-core and IBM Equal Access engines to audit websites and HTML for WCAG compliance across multiple viewports.
smooth-operator-agent-tools
A specialized toolkit for developing AI agents that can control Windows systems, providing capabilities for UI automation, browser control through Playwright, and computer vision-based element detection.
AgentExec
A secure, containerized MCP server that provides sandboxed code execution for Python, Node.js, and Go, alongside shell access and package management.
Chess
A comprehensive chess MCP server enabling interactive gameplay via ChatGPT, featuring Stockfish engine analysis, tactical puzzles, and a specialized React-based visual board widget.
JXA Mail MCP
A high-performance MCP server for Apple Mail that uses optimized JavaScript for Automation (JXA) to search and manage emails. It enables users to list accounts, fetch mailboxes, and retrieve today's, unread, or flagged messages with significantly improved speed through batch property fetching.
agent-security-scanner-mcp
Security layer for AI agents: blocks prompt injection, detects fake packages, scans vulnerabilities.
BSC MultiSend
An MCP server for Binance Smart Chain that facilitates bulk BNB and BEP20 token distributions with automated gas estimation and token approval handling.
Oracle Cloud Infrastructure
A comprehensive MCP server providing 85 tools to manage Oracle Cloud Infrastructure (OCI) resources including Compute, Databases, K8s (OKE), Networking, Storage, IAM, and Cost Management with dynamic profile switching support.
Oracle Vector Store
A comprehensive MCP server suite that integrates Oracle 23AI Vector Search, OCI Select AI (Text-to-SQL), and OCI Usage APIs with AI agents and assistants. It enables secure, enterprise-grade semantic search and database analytics using JWT authentication and OCI IAM.
Airflow ETL Pipeline Generator
An Airflow ETL Pipeline Generator that integrates with databases, S3, SMB, Kafka, and GitLab to automate the creation of Spark-based data pipelines. It facilitates data source validation, schema extraction, and DAG generation through a conversational interface.