AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Flux Schnell (Replicate)
MCP (Model Context Protocol) Server. Bridges Claude with Replicate's flux-schnell image generation model, enabling direct image creation from text prompts within conversations through a single tool that communicates with the Replicate API.
Prompt Auto-Optimizer
An evolutionary MCP server that automatically optimizes AI prompts through genetic algorithms, multi-objective optimization, and reflection-based failure analysis to improve performance and reliability.
lightning-wallet-mcp
Give AI agents a Bitcoin wallet with Lightning Network payments and L402 support.
Figma Chunked
MCP (Model Context Protocol) Server. Provides a memory-efficient interface to the Figma API that handles large files by breaking operations into manageable chunks with pagination support, filtering capabilities, and resume functionality for retrieving design data without memory constraints.
Wikidata
A Model Context Protocol server providing access to Wikidata for searching entities, retrieving detailed data, and executing SPARQL queries across the knowledge graph.
Filesystem
MCP (Model Context Protocol) Server. Provides secure, permission-controlled access to local filesystems with granular controls for reading, writing, moving, and searching files while enforcing path validation and directory restrictions.
Jij Mathematical and Quantum Computing Platform
A specialized MCP server providing tools for mathematical optimization through JijModeling and quantum computing support via Qiskit, featuring code validation and version migration assistance.
Gemini AI
A comprehensive multimodal MCP server integrating Google's Gemini 3.0 and Veo 3.1 models for advanced image generation, editing, and cinematic text-to-video creation with native audio support.
Sandbox Fusion
MCP (Model Context Protocol) Server. Connects AI models to Sandbox Fusion environments for testing, training, and demonstrating agent interactions with simulated worlds
Swift Package Manager Dependencies
An MCP server that enables AI agents to explore and search Swift Package Manager (SPM) dependencies, including those hidden in DerivedData. It provides tools for listing project dependencies, searching source code with ripgrep, and reading specific files.
Bocha Web Search
Provides web search capabilities powered by the Bocha API, allowing AI agents to retrieve real-time information with filters for freshness, domain inclusion/exclusion, and optional summarization.
QuickBase
MCP (Model Context Protocol) Server. Integrates with QuickBase API for complete database operations including application, table, field, and record management with support for all field types, bulk operations, text search, report execution, and automated relationship creation.
Quantalogic Markdown Editor
A robust MCP server for thread-safe, structured editing of Markdown documents. It enables precise section-level operations like inserting, updating, and moving content with atomic transactions and validation.
Standards
A specialized MCP server that automatically learns and persists user project preferences and coding standards across sessions using AgentDB vector memory.
Polyglot Translation
MCP (Model Context Protocol) Server. Provides translation services between six languages (Arabic, Chinese, English, French, Russian, and Spanish) with domain-specific context for legal, medical, and general use cases, plus formality controls for professional document translation and cross-cultural communication.
Google Workspace
MCP (Model Context Protocol) Server. Integrates with Google Workspace to enable document creation, search, and management across Drive, Docs, and Sheets using OAuth authentication and multiple transport modes
Trackio
A specialized MCP server that monkey-patches Gradio and trackio to expose machine learning experiment tracking data, metrics, and project statistics to AI agents via the Model Context Protocol.
Allabolag (Swedish Company Registry)
MCP (Model Context Protocol) Server. Provides a bridge to the Swedish company registry database for searching companies by name or location and retrieving detailed business information including revenue, employee count, and industry classification.
LunarCrush
Provides cryptocurrency market intelligence and social sentiment analytics via LunarCrush's real-time API. Supports multiple connection methods including Streamable HTTP, SSE, and stdio for flexible integration.
Scientific Paper Analyzer (Gemini)
MCP (Model Context Protocol) Server. Integrates with Google's Gemini API to enable searching, analyzing and exploring academic research papers with tools for citation graphs and detailed paper information retrieval
Pydantic AI Docs
MCP (Model Context Protocol) Server. Provides direct access to Pydantic-AI documentation with tools for retrieving specific documents, listing topics, and accessing changelog information without leaving your development environment.
Alibaba Cloud Lindorm
MCP (Model Context Protocol) Server. Provides a bridge between AI and Alibaba Cloud's Lindorm database, enabling vector search operations and SQL query execution for knowledge retrieval and data exploration
Swagger/Postman API Explorer
MCP (Model Context Protocol) Server. Simplifies API access by transforming complex OpenAPI/Swagger specifications into just four strategic tools for endpoint discovery, information retrieval, search, and authenticated request execution
Kayzen Reporting
Enables marketers and analysts to retrieve advertising campaign data from Kayzen's reporting API, including report listing and data retrieval.
Carbon Voice
MCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in Carbon Voice.
x402-deploy
Turn any API or MCP server into a paid service with x402
Crawl4ai Web Crawler
MCP (Model Context Protocol) Server. Provides a bridge to the Crawl4ai web crawling service, enabling extraction of website content with configurable parameters like depth and strategy for research, data collection, or content analysis.
Modal
MCP (Model Context Protocol) Server. Enables AI systems to deploy and execute serverless applications in the cloud through Modal's platform, providing tools for application deployment and function execution with custom parameters.
MailNet
Unified Gmail + Outlook MCP server with agentic orchestration, automatic token refresh, standardized base class for new providers, and dedicated email settings endpoints for tone, signature, and thread-aware replies.
B12 Website Generator
MCP (Model Context Protocol) Server. Enables AI to create customized business websites by generating designs from business names and descriptions, providing signup links without requiring technical expertise.