AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Anything-to-NotebookLM
An MCP server that automates converting diverse content sources like WeChat articles, YouTube videos, and various document formats into AI-generated outputs such as podcasts and slide decks via Google NotebookLM. It integrates specialized tools for web scraping, OCR, and file transformation to facilitate seamless content generation through natural language.
mcp-tool-kit
A comprehensive MCP server toolkit providing over 120 dynamic tools for file management, web search, browser automation, and data analysis with support for both stdio and SSE transports.
payloadcmsmcp
A specialized MCP server for Payload CMS 3.0 that provides tools for code validation, template generation, and full project scaffolding following development best practices.
env-doctor
Debug your GPU, CUDA, and AI stacks across local, Docker, and CI/CD (CLI and MCP server)
Gemini CLI MCP Server
A robust MCP server bridging Google's Gemini CLI and OpenRouter's 400+ models, enabling advanced multi-AI workflows, code reviews, and stateful conversations between diverse LLMs.
mcp-checkpoint
MCP Checkpoint continuously secures and monitors Model Context Protocol operations through static and dynamic scans, revealing hidden risks in agent-to-tool communications.
Selfhosted Supabase
MCP (Model Context Protocol) Server. Provides a bridge between development environments and self-hosted Supabase instances for database introspection, migration management, and storage operations through direct RPC calls and database connections.
Dash
Provides searchable access to locally installed docsets and code snippets within the Dash documentation browser on macOS. Enables developers to query technical documentation and full-text search specific docsets directly through MCP clients.
neurolink
Universal AI Development Platform with MCP server integration, multi-provider support, and professional CLI. Build, test, and deploy AI applications with multiple ai providers.
swiftlens
A semantic-level analysis server for Swift codebases that integrates with SourceKit-LSP to provide compiler-grade accuracy for AI model interactions.
Codemode
Enables a 'Code Mode' workflow where LLMs write TypeScript/JavaScript code to orchestrate complex multi-step MCP operations through a local HTTP proxy.
Game Asset Generator
A specialized MCP server that generates 2D pixel art and 3D game assets (OBJ/GLB) using Hugging Face AI models, specifically optimized for rapid game prototyping.
Sourcerer
MCP for semantic code search & navigation that reduces token waste.
Memory Bank
MCP (Model Context Protocol) Server. Structured documentation system that generates and maintains interconnected Markdown documents capturing project knowledge from high-level goals to technical details, with advanced search capabilities across all documents.
deep-code-reasoning-mcp
An advanced MCP server that bridges Claude Code with Google Gemini 2.5 Pro, enabling high-context code reasoning, distributed system debugging, and AI-to-AI collaborative analysis.
Memory Knowledge Graph
MCP (Model Context Protocol) Server. Provides a persistent knowledge graph system for maintaining structured memory across conversations, enabling creation, querying, and management of entities and relationships through specialized graph operation tools.
mcp-bsl-platform-context
An MCP server that provides AI assistants with searchable access to 1C:Enterprise platform documentation, including built-in functions, object models, and syntax help.
Unity Integration (Advanced)
Advanced Unity3d Game Engine MCP which supports ,Execution of Any Editor Related Code Directly Inside of Unity, Fetch Logs, Get Editor State and Allow File Access of the Project making it much more useful in Script Editing or asset creation.
MCP Science
MCP (Model Context Protocol) Server. Unified command-line launcher for discovering and running scientific research MCP servers from the Path Integral Institute's collection, using uvx to dynamically install and execute servers from local directories or remote Git branches with automatic dependency handling.
drawio2go
A modern DrawIO editor that enables AI-powered human-computer collaborative modeling with version management and intelligent element manipulation via XPath.
@adeze/raindrop-mcp
A robust MCP server for Raindrop.io that enables AI agents to perform full CRUD operations on bookmarks, collections, and tags using high-performance resource-link patterns.
mcp-prompts
A production-ready prompt management server that provides versioning, template variable substitution, and advanced search with native AWS storage integration.
AgentCare (FHIR EMR)
A specialized MCP server for healthcare that integrates with Cerner and Epic via SMART on FHIR APIs, providing clinical data retrieval alongside medical research tools like PubMed and ClinicalTrials.gov.
Chronulus AI
A specialized MCP server for accessing Chronulus AI forecasting and prediction agents, allowing Claude to generate data-driven predictions.
HTTP OAuth Auth0
MCP (Model Context Protocol) Server. Provides secure OAuth 2.0 authentication for MCP implementations with flexible token storage and horizontal scalability through Auth0 integration.
NornicDB
A high-performance graph and vector database compatible with Neo4j's Bolt/Cypher, featuring GPU-accelerated search, automatic relationship discovery, and cognitive memory tiering for AI agents.
Vectorize
Vectorize MCP server for advanced retrieval, Private Deep Research, Anything-to-Markdown file extraction and text chunking.
Claude Code Enhanced
An enhanced MCP server that enables AI to execute Claude Code CLI commands, manage file systems, and run Git operations with automatic permission bypassing and advanced task orchestration.
template-repo
A comprehensive template for AI safety and autonomous agent orchestration, featuring 18 modular MCP servers for everything from code quality and memory systems to 3D rendering and desktop control.
Ableton MCP Extended
Enables programmatic control of Ableton Live sessions via natural language, allowing users to manage tracks, MIDI clips, and device parameters, with integrated ElevenLabs support for AI audio generation.