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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Slunk (Slack Conversation Search)

9

A Slack conversation search server that uses macOS accessibility APIs to monitor messages in real-time and provides semantic search capabilities through local SQLite storage with vector embeddings.

8 tools

libvirt-mcp

9

A specialized MCP server that provides an interface for Large Language Models to manage libvirt-based virtualization, allowing for the creation, destruction, and monitoring of virtual machines.

Proxmox

9

MCP (Model Context Protocol) Server. Integrates with Proxmox virtualization platform to monitor cluster health, manage VM and container lifecycles, execute commands within VMs via QEMU guest agent, and track storage resources across nodes.

13 tools

Bazel

9

MCP (Model Context Protocol) Server. Bridges AI with Bazel build system, enabling target building, dependency querying, test running, and workspace management even in environments with misconfigured shells.

6 tools

Memory Box

9

MCP (Model Context Protocol) Server. Integrates with Memory Box to provide persistent, context-aware interactions through semantic memory storage and retrieval using vector embeddings and search capabilities.

13 tools

Osmosis

9

A bridge for the Model Context Protocol that enables AI agents to interact with the Osmosis blockchain, supporting operations like token swaps and account management.

ZKProof

9

MCP (Model Context Protocol) Server. Enables privacy-preserving computations with zero-knowledge proofs for verifying claims like age requirements without revealing sensitive personal data

Cursor Rules

9

A bridge to the Playbooks Rules API that enables listing, searching, and retrieving rule files and metadata for development workflows.

3 tools

OpenAPI Analyzer

9

MCP (Model Context Protocol) Server. Analyzes OpenAPI specifications with seven core tools including spec loading, API listing, endpoint searching, statistics generation, inconsistency detection, and schema comparison for API documentation review, validation, and multi-API comparison workflows.

8 tools

YFinance Trader

9

MCP (Model Context Protocol) Server. Provides real-time stock market data and trading capabilities using yfinance, offering tools for quotes, company information, historical prices, symbol search, analyst recommendations, and insider transactions.

6 tools

FoodData Central

9

MCP (Model Context Protocol) Server. Provides access to the USDA's FoodData Central database for searching foods and retrieving detailed nutritional information to support meal planning and dietary analysis.

1 tool

Godot Documentation

9

A specialized MCP server that provides AI agents with direct access to Godot Engine documentation through search, page retrieval, and detailed class information tools.

3 tools

devtap

9

Bridge build/dev process output to AI coding sessions via MCP — supports Claude Code, Codex, OpenCode, Gemini CLI, and aider

Repository Search

9

MCP (Model Context Protocol) Server. Provides efficient file search functionality within repositories, respecting ignore patterns and offering configurable text content matching for development tools and applications.

Exia Voiceroid

9

MCP (Model Context Protocol) Server. Bridges AI models with Voiceroid text-to-speech system to generate structured explanation scenarios for automated narration content.

4 tools

Chatterbox TTS

9

MCP (Model Context Protocol) Server. Converts text to speech using either high-quality Chatterbox TTS neural models or macOS's built-in 'say' command with configurable expressiveness controls, automatic audio file management, and specialized prompts for daily haikus and code roasts.

1 tool

cie

9

Code Intelligence Engine — indexes your codebase and gives AI assistants deep understanding via MCP (semantic search, call graphs, 20+ tools)

CiteAssist (Citation Retrieval)

9

A citation retrieval server that integrates with CiteAs and Google Scholar to provide BibTeX-formatted bibliographic data using DOIs, URLs, or keywords.

2 tools

Penrose

9

MCP (Model Context Protocol) Server. Integrates with Penrose's domain-specific languages to generate mathematical diagrams from natural language inputs.

Weather

9

MCP (Model Context Protocol) Server. Integrates with OpenWeatherMap API to provide real-time weather conditions, forecasts, air quality information, historical data, location search, and weather alerts for seamless access to accurate weather information during conversations.

6 tools

hashnet

Needs Setup
9

Universal AI Agent Discovery - search 59,000+ agents across MCP, NANDA, A2A, OpenRouter

Project Synapse

9

A knowledge synthesis engine that transforms raw text into Neo4j-based knowledge graphs using Montague Grammar and Zettelkasten principles for autonomous insight generation.

5 tools

Vercel AI

9

MCP (Model Context Protocol) Server. Integrates OpenAI and Mistral models for versatile language tasks via the Vercel AI SDK.

Perplexity Deep Research

9

MCP (Model Context Protocol) Server. Integrates with Perplexity's sonar-deep-research model to enable web searches with citation support and optional recency filtering for up-to-date information retrieval.

1 tool

Unity Ollama

9

MCP (Model Context Protocol) Server. Integrates Unity Editor with local LLMs through Ollama, enabling natural language control of game objects, scripts, materials, and scenes for streamlined development workflows.

Dual-Cycle Reasoner

9

A metacognitive reasoning framework that monitors autonomous agents for repetitive loops and stagnation using statistical anomaly detection, while managing a knowledge base of past experiences for automated recovery.

9 tools

Fermat (Mathematical Computing)

9

A mathematical computing MCP server that provides comprehensive tools for numerical analysis, symbolic mathematics, and data visualization using NumPy, SymPy, and Matplotlib. It supports complex operations ranging from linear algebra and calculus to generating various types of plots and charts.

7 tools

TFT-Match-Analyzer

9

MCP server for teamfight tactics match history & match details fetching, providing user the detailed context for every match.

2 tools

cacheoverflow

Validated
9

MCP server for cache.overflow - AI agents sharing knowledge with AI agents

5 tools

ContextManager

9

MCP (Model Context Protocol) Server. Provides a multi-domain context management system with specialized knowledge graph tools for tracking and analyzing work and learning activities across software development, academic, and professional contexts.

7 tools