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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Flux Schnell (Replicate)

3

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.

1 tool

Prompt Auto-Optimizer

3

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.

11 tools

lightning-wallet-mcp

Needs Setup
3

Give AI agents a Bitcoin wallet with Lightning Network payments and L402 support.

Figma Chunked

3

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.

8 tools

Wikidata

3

A Model Context Protocol server providing access to Wikidata for searching entities, retrieving detailed data, and executing SPARQL queries across the knowledge graph.

5 tools

Filesystem

3

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.

21 tools

Jij Mathematical and Quantum Computing Platform

3

A specialized MCP server providing tools for mathematical optimization through JijModeling and quantum computing support via Qiskit, featuring code validation and version migration assistance.

6 tools

Gemini AI

3

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.

7 tools

Sandbox Fusion

3

MCP (Model Context Protocol) Server. Connects AI models to Sandbox Fusion environments for testing, training, and demonstrating agent interactions with simulated worlds

2 tools

Swift Package Manager Dependencies

3

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.

4 tools

Bocha Web Search

3

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.

1 tool

QuickBase

3

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.

21 tools

Quantalogic Markdown Editor

3

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.

12 tools

Standards

3

A specialized MCP server that automatically learns and persists user project preferences and coding standards across sessions using AgentDB vector memory.

5 tools

Polyglot Translation

3

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

3

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

8 tools

Trackio

3

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.

9 tools

Allabolag (Swedish Company Registry)

3

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

3

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)

3

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

3

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.

5 tools

Alibaba Cloud Lindorm

3

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

6 tools

Swagger/Postman API Explorer

3

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

8 tools

Kayzen Reporting

3

Enables marketers and analysts to retrieve advertising campaign data from Kayzen's reporting API, including report listing and data retrieval.

Carbon Voice

3

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.

27 tools

x402-deploy

3

Turn any API or MCP server into a paid service with x402

Crawl4ai Web Crawler

3

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.

2 tools

Modal

3

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

3

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.

11 tools

B12 Website Generator

3

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.

1 tool