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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Folderr

2

A specialized MCP server for interacting with Folderr Assistants, enabling users to authenticate, manage assistant lists, and engage in AI-driven conversations through the Folderr API.

4 tools

Generate-Echarts

2

A comprehensive data visualization server that transforms data into interactive Apache ECharts, supporting over 15 chart types and multiple export formats including MinIO integration.

17 tools

mcp-mem.ai

2

Production-ready MCP server for Mem.ai - Intelligent memory platform integration for AI assistants

GitHub Team Management MCP Server

2

A robust MCP server for automating GitHub project management, allowing AI assistants to manage issues, organize project boards, and analyze organizational activity through OAuth-authenticated workflows.

24 tools

TAKO MCP Server for Okta

2

Enables AI assistants to securely query and manage Okta resources for IAM and security administration. It supports dual-mode operation for standard tool interaction or autonomous agent workflows with sandboxed code execution.

kawaiidra-mcp

2

Kawaiidra is a comprehensive Ghidra integration for the Model Context Protocol, enabling AI assistants to perform deep binary analysis, decompile functions, and conduct specialized security research for iOS and Android.

55 tools

AI-Collab-Memory

2

An MCP server for managing work logs, research results, and task checkpoints to enable seamless collaboration and state recovery between AI agents. It provides a persistent memory layer for tracking project history and resuming workflows across different sessions or tools.

Akave Storage

2

An MCP server that enables AI models to interface with Akave's S3-compatible storage for comprehensive bucket and object management, including file operations and signed URL generation.

12 tools

Extract-Image

2

Extracts and converts images from local files, URLs, and base64 strings into formats suitable for LLM analysis, including support for OCR and visual recognition.

3 tools

Berlin-Search-Service

2

A specialized MCP server providing access to over 1,000 Berlin administrative services, enabling users to search for public service information, requirements, fees, and appointment details.

4 tools

Lumino MCP Server

2

AI-powered SRE observability for Kubernetes/OpenShift with 40+ Tekton debugging tools

Liana-MCP

2

A specialized MCP server providing a natural language interface for single-cell RNA-Seq analysis, leveraging the LIANA+ framework for cell-cell communication inference and visualization.

context

2

Local-first documentation for AI agents

Wise MCP Server

2

Provides a comprehensive interface for the Wise (formerly TransferWise) API, allowing users to manage recipients and execute international money transfers.

4 tools

PDF MCP Flow

2

A robust PDF processing server optimized for LLM contexts and RAG workflows, supporting intelligent Markdown conversion, high-fidelity table and image extraction, and format conversion between PDF, Word, and Markdown.

7 tools

temp-notes

2

A lightweight storage service designed for AI agents to maintain temporary state and notes across different conversations, facilitating complex multi-step task processing.

4 tools

Better Auth

2

A specialized MCP server for the Better Auth framework, providing tools for documentation search, framework-specific integration guides, and automated authentication configuration generation.

9 tools

Drand

2

A service providing verifiable random numbers from the drand quicknet network, allowing AI models to retrieve randomness based on rounds or specific timestamps.

3 tools

Sequential-Thinking

2

A tool-based MCP server that implements sequential thinking protocols to decompose complex problems, support iterative optimization, and explore alternative reasoning paths through structured chain-of-thought methods.

1 tool

Random-Generator

2

A secure random number generation server providing cryptographically strong randomness for AI applications and LLMs. It supports various data types including integers, floats, strings, UUIDs, and list selections via the MCP protocol.

7 tools

Sora2 MCP

2

A specialized MCP server for OpenAI's Sora API that enables programmatic generation, status tracking, and remixing of high-quality AI videos directly through AI assistants.

6 tools

Webcam MCP

2

An MCP server that provides LLM agents with direct access to webcam hardware for capturing high-resolution photos and recording video sequences. It enables autonomous agents to monitor environments and interact with the physical world through standard Model Context Protocol tools.

lsp-mcp-server

2

Bridges Claude Code to Language Server Protocol (LSP) servers to enable semantic code intelligence features like navigation, refactoring, and real-time diagnostics. It supports multiple languages including TypeScript, Python, and Rust with multi-root workspace capabilities.

bingcn

2

A Chinese-focused Bing search tool that allows AI models to search the web and retrieve webpage content without requiring a personal Bing API key.

2 tools

mcp-thinkgate

Needs Setup
2

Auto-classifies prompt complexity and routes to the right Claude thinking mode. No API key needed.

Querysharp MCP Server

2

A PostgreSQL performance optimization assistant that identifies missing indexes and suggests query rewrites by connecting your IDE to Querysharp's database monitoring service.

2 tools

LinkedIn Sales & Navigator MCP Server

2

Enables AI assistants to interact with LinkedIn and LinkedIn Sales Navigator for searching profiles, managing leads, and handling messaging via cookie-based authentication. It supports professional networking tasks such as sending connection requests and retrieving account details through the Model Context Protocol.

MCP CSV Analysis with Gemini AI

2

An advanced CSV analysis and visualization server that leverages Google's Gemini AI and Plotly to perform exploratory data analysis and generate interactive charts.

3 tools

mcp-server

Needs Setup
2

Crypto intelligence for AI agents. Hyperliquid trader analytics, cohorts, and live market data.

atlas-g-protocol

2

Resume-as-an-Agent (RAAA) or Portfolio-as-an-Agent (PAAA) allows Agents to talk to your resume, find out if you are available for work, and more. Use the MCP to allow recruiters, managers, and anyone with an agent to "talk" to your resume.