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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Mcp-ZepAi Server

1

A Model Context Protocol server that integrates Zep AI to provide long-term memory and retrieval capabilities via API, enabling AI models to maintain persistent context.

novaposhta

Validated
1

A professional-grade MCP server for integrating Nova Poshta shipping services with AI assistants, enabling package tracking, waybill management, and logistics data access.

50 tools

tldraw MCP

1

Enables AI agents to read, write, and search local tldraw (.tldr) files, providing a persistent visual scratchpad for diagramming and note organization. It supports full CRUD operations on canvas shapes and metadata management for local canvas files.

db-mcp

1

An enterprise-grade SQLite MCP server supporting up to 89 specialized tools for analytics, vector search, geospatial operations, and full-text search, featuring OAuth 2.1 authentication.

28 tools

Coach AI

1

A specialized productivity coaching assistant for ADHD support, featuring persistent memory to learn user patterns and provide personalized recommendations to reduce decision paralysis.

10 tools

JakartaMigration

1

A specialized toolset for migrating Java applications from Java EE 8 (javax) to Jakarta EE 9+ (jakarta), providing dependency analysis, blocker detection, and automated migration planning.

6 tools

MSSQL MCP Server

1

A standardized MCP server for Microsoft SQL Server that enables AI assistants to execute queries, explore schemas, and manage data across local and Azure SQL databases.

1 tool

Maid-MCP

1

A personality-driven MCP server that adds a Japanese-accented maid avatar to Claude, featuring real-time speech synthesis, voice recognition, and interactive visual animations.

11 tools

FAL Reve MCP Server

1

A specialized MCP server for high-quality text-to-image generation and image editing via FAL AI's Reve model, featuring automatic local image downloads and support for both real-time and async processing.

4 tools

mcp-docs-server

Validated
1

A documentation retrieval server that enables searching and fetching the Model Context Protocol (MCP) specification and guides using BM25 ranked search.

2 tools

gitlab-docs

Validated
1

A Model Context Protocol server that provides AI assistants with real-time access to the official GitLab documentation, featuring intelligent search and full-page text retrieval.

3 tools

postgresql-mcp

1

A comprehensive PostgreSQL MCP server featuring 202 tools including a token-efficient Code Mode, supporting advanced extensions like pgvector, PostGIS, and pg_cron with enterprise-grade OAuth 2.1 security.

7 tools

websharp

1

A .NET 9 MCP server that provides web search capabilities via SearXNG and high-quality article content extraction using the SmartReader library.

2 tools

synapse-audit

Validated
1

A comprehensive security ecosystem that provides static and dynamic analysis to detect code vulnerabilities through CLI, VS Code, and MCP integration.

38 tools

mcp-pickaxe

Needs Setup
1

An MCP server for the Pickaxe platform that enables AI assistants to manage agents, analyze chat logs, manipulate knowledge base documents, and handle user administration across multiple studios.

17 tools

mcp-tool-factory

Needs Setup
1

An MCP server that automates the creation of other MCP servers from natural language, OpenAPI specifications, or database schemas, complete with tests and production furniture.

6 tools

Aman-Amith-Shastry-scientific_computation_mcp

1

A comprehensive scientific computation server providing tools for linear algebra, vector calculus, and visualization. It supports tensor storage, matrix operations, vector field analysis, and 2D/3D plotting of mathematical functions.

26 tools

analytics

1

A comprehensive analytics suite that transforms natural language questions into professional insights using statistical methods, machine learning, and interactive HTML visualizations.

11 tools

generect-mcp

1

A specialized MCP server for B2B lead generation and company discovery using the Generect Live API. It enables searching for prospects by ICP filters, generating professional emails, and retrieving lead data from LinkedIn URLs.

5 tools

mjucius-cozi_mcp

1

A comprehensive MCP server for managing Cozi Family Organizer, allowing AI assistants to view and modify calendars, shopping lists, to-do lists, and family member details.

13 tools

plots-mcp

1

A data visualization MCP server that renders charts (line, bar, pie, etc.) directly in AI clients. It prioritizes Mermaid diagrams for instant rendering in Cursor while also supporting PNG and text outputs.

6 tools

mcp-debugger

Needs Setup
1

An enterprise-grade MCP server providing 25+ specialized tools for debugging Node.js and TypeScript applications via Chrome DevTools Protocol, including execution control, variable inspection, and infinite loop detection.

21 tools

mt-data-mcp

1

A toolset for MetaTrader 5 that bridges market data with data science, providing advanced forecasting, regime detection, and automated trading capabilities through the Model Context Protocol.

13 tools

niivue-mcp

1

A specialized MCP server that provides comprehensive access to Niivue documentation and API references using hybrid lexical and semantic search. It enables LLMs to search documents, browse JSDoc-derived API metadata, and retrieve structured guides for the Niivue neuroimaging visualization library.

6 tools

mushcode-mcp-server

Failed
1

A specialized MCP server for MUD development that provides AI-powered code generation, syntax validation, and optimization for MUSHCODE across various server engines like PennMUSH and TinyMUSH.

7 tools

local-RAG-backend

1

A Docker-based local RAG backend that implements the Model Context Protocol to provide advanced document search through a combination of vector, graph, and full-text retrieval using Neo4j and Graphiti.

5 tools

confucius-debug

Needs Setup
1

AI debugging with 980+ verified fixes. Search the YanHui KB — never repeat a mistake.

Odoo Assistant

1

A Model Context Protocol server that integrates natural language processing with Odoo ERP systems via XML-RPC, enabling conversational CRUD operations, model discovery, and automated workflows.

mermaid-mcp-server

1

A tool-based workflow for agents to discover and visualize codebases by converting local or GitHub projects into Mermaid diagrams and rendering them as PNG images via Kroki.

3 tools

educational-mcp

1

A specialized MCP server that provides modular educational intelligence tools including cognitive diagnosis, knowledge tracking, sentiment analysis, and personalized path planning via FastAPI endpoints.

5 tools