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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Spreadsheet MCP App

3

Enables Claude to render interactive, real-time spreadsheets with streaming cell updates, custom styling, and resizable columns. This server allows users to visualize complex data sets through a dynamic grid interface directly within the model's response.

Slack Search

3

MCP (Model Context Protocol) Server. Integrates with Slack workspaces to provide direct access to users, channels, messages, and search functionality through a TypeScript-based server that handles pagination and API errors automatically.

5 tools

SolarWinds Observability Logs

3

A specialized MCP server for SolarWinds Observability that enables searching and visualizing log data with advanced filtering and histogram generation for DevOps monitoring.

2 tools

awesome-finance-mcp

3

A curated list of MCP servers for AI finance agents

Temporal Cortex Calendar MCP

Failed
3

11 deterministic calendar tools — temporal context, scheduling, availability, and booking

Contemplation

3

A background cognitive processing system that uses local Ollama models to analyze conversation patterns and store insights in Obsidian or temporary storage.

9 tools

Semantic Context

3

A semantic code search server that indexes local directories or Git repositories into a ChromaDB vector database using OpenAI or Ollama embeddings for private, intelligent code retrieval.

4 tools

nodespace-core

3

Local-first knowledge base with semantic search for AI coding assistants. Fewer tokens, faster context.

golemcore-bot

3

AI agent framework for Java — skill-based architecture with MCP support, tool calling, RAG, and Telegram integration. Built on Spring Boot and LangChain4j

Pabal MCP

3

Manages App Store Connect and Google Play Console metadata, releases, and ASO workflows locally through MCP tools, enabling store management directly from AI clients without manual console navigation.

Datai MCP Server

3

A specialized MCP server that provides AI agents with real-time access to blockchain wallet data, including DeFi positions, token balances, and protocol-specific holdings across multiple networks.

8 tools

Chrome DevTools MCP Server

3

A comprehensive MCP server that bridges AI models to Chrome DevTools, enabling automated browser control, DOM inspection, JavaScript execution, and deep debugging capabilities for frontend development.

23 tools

nexus-prime

3

Nexus Prime fuses multimodal AI (text, vision, audio, real-time data) for zero-shot learning, ethical reasoning, and simulations in climate and medicine. Quantum-inspired algorithms enable exponential speed, solving intractable problems in seconds.

mcp-discovery

3

A specialized MCP server index and API that enables AI agents to semantically search and discover over 14,000 tools across the Model Context Protocol ecosystem.

Google Calendar

3

MCP (Model Context Protocol) Server. Enables natural language management of Google Calendar events with OAuth2 authentication, supporting creation, updates, deletion, and search capabilities with automatic browser launch for authentication.

7 tools

Mochow Vector Database

3

A professional MCP server for Baidu's Mochow Vector Database, supporting database/table management, vector similarity search, and full-text retrieval with advanced filtering.

14 tools

Instagram

3

A comprehensive Instagram management server enabling AI models to handle account administration, content posting, social graph analysis, and direct messaging through the private Instagram API.

35 tools

mcp-hello-world

3

A Kotlin 'Hello World' example for the Model Context Protocol (MCP). This client-server demo uses STDIO for communication, where the client launches an MCP server to execute a simple 'greet' tool. Ideal for understanding MCP's fundamentals without complex LLM integrations.

1 tool

promptbook-mcp

3

Personal cookbook for AI prompts - MCP Server with RAG-powered semantic search

11 tools

commune

3

A Rust library designed to support the development of discoverable networks of AI agents.

5-Day-AI-Agents-Intensive-Course-with-Google

3

5-Day Hands-on AI Agents Course using Google ADK & Vertex AI | From first agent to production deployment

3 tools

FS-MCP

3

🧠🤖 MCP-compliant AI agent server in TypeScript 🚀 — Extend Claude & others with 🗂️ full local File System superpowers: read, write, browse, and manage files/folders across macOS, Windows & Linux! Pre-built executables available for easy setup

20 tools

multi-agent-chat

3

🤖 Engage in dynamic conversations with multiple AI personalities in a group chat, enhancing your interactive experience with real-time responses.

aws-mcp-server

3

MCP (Model context protocol) server to connect MCP client such as Claude Desktop.

1 tool

fraud-detection-mcp

3

Advanced fraud detection MCP server with behavioral biometrics, real-time anomaly detection, and explainable AI for comprehensive fraud prevention

6 tools

MCP-Mathematics

3

A comprehensive Model Context Protocol (MCP) server that turns any AI assistant into a powerful mathematical computation engine.

18 tools

mozichem-hub

3

A modular Python toolkit for creating MCP modules tailored to chemical engineering and chemistry workflows.

3 tools

model_context_protocol_training

3

A Slidev presentation and developer guide to the Model Context Protocol (MCP) by Anthropic, covering AI integration, LLM tool use, core concepts, and implementation examples for AI agents. #mcp #a

Firecrawl

3

MCP (Model Context Protocol) Server. Integrates with Firecrawl API to provide web scraping and search capabilities, enabling extraction of markdown content from URLs and web search queries that return structured results.

JIRA

3

A JIRA MCP server providing complete issue management including retrieval, JQL searching, creation, updates, and status transitions through JIRA's REST API v2.

6 tools