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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Local Docs

9

A specialized documentation retrieval server for Claude that provides fuzzy search, metadata support, and high-performance caching for local markdown files across multiple project sources.

3 tools

Apple Dev MCP Server

9

A unified search tool that provides AI assistants with comprehensive access to Apple's Human Interface Guidelines and technical API documentation across all Apple platforms.

3 tools

Loom

9

A collaborative text generation server that uses a tree-based approach to explore and refine model outputs through short, high-quality continuations. It allows users to branch, prune, and navigate multiple generation paths to avoid long-form drift in base models.

12 tools

Mobile AI Testing

9

A mobile automation MCP server for iOS and Android that enables natural language control of devices via Cursor AI, featuring computer vision element detection and automated test script generation.

33 tools

Banana Image (Gemini)

9

An image generation MCP server that leverages Google's Gemini Flash and Pro models to create up to 4K resolution images with Google Search grounding for factual accuracy.

ABP.IO MCP Server

9

A comprehensive MCP server for ABP.IO applications that provides over 48 tools for managing modules, entities, users, and multi-tenancy while supporting automated UI generation for Angular, Blazor, and MVC.

68 tools

Codebase RAG

9

A semantic search and retrieval server that uses pgvector and Voyage embeddings to find relevant code snippets and file contents within a codebase.

3 tools

i18n Agent Action

9

An AI-powered internationalization (i18n) and localization (l10n) server that automates string extraction and translation tasks, supporting context-aware adaptations for documentation and codebases.

Gremlin MCP Server

9

A specialized MCP server for interacting with Gremlin-compatible graph databases using natural language, featuring automatic schema discovery and intelligent enum detection.

6 tools

Deutsche Bahn Timetable

9

MCP (Model Context Protocol) Server. Connects to Deutsche Bahn timetable API for retrieving real-time railway information, planned schedules, recent changes, and station searches across Germany's rail network.

4 tools

Claude Code History MCP Server

9

A specialized MCP server for accessing and analyzing local Claude Code (.jsonl) conversation history with advanced filtering, pagination, and multi-project search capabilities.

4 tools

HubSpot

9

MCP (Model Context Protocol) Server. Enables detailed interactions with HubSpot CRM data by providing comprehensive tools for searching contacts, managing sales pipelines, retrieving analytics, and performing advanced reporting through direct API integration.

Data Visualization

9

A specialized MCP server for generating high-resolution matplotlib visualizations including relationship graphs, 3D plots, and statistical charts with automatic saving and interactive display capabilities.

7 tools

pi-codemode-mcp

9

An MCP extension that allows coding agents to manage and compose MCP tools by executing JavaScript in a sandboxed environment. It features tools for listing available MCP capabilities and a management command for handling authentication and tool policies.

cacheoverflow

Validated
9

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

5 tools

Kali Docker

9

A containerized Kali Linux environment that enables secure command execution for penetration testing, featuring automated background job management and out-of-band interaction detection.

10 tools

engram

Validated
9

Hierarchical memory for AI agents. Three-layer (buffer/working/core) with decay and promotion.

16 tools

ScopeGate

9

Granular permission gateway for MCP agents. Per-agent scopes for Google Drive, Gmail, Calendar.

TwinCAT Validator MCP Server

9

An MCP server for validating, auto-fixing, and scaffolding TwinCAT 3 XML files using deterministic code quality tools and IEC 61131-3 OOP checks. It enables AI assistants to perform structural validation, apply safe fixes, and generate canonical code skeletons for industrial automation projects.

rlm-claude

9

Recursive Language Models for Claude Code - Infinite memory solution inspired by MIT CSAIL paper

YouTube Semantic Search

9

MCP (Model Context Protocol) Server. Leverages LanceDB for vector storage to enable semantic search and multilingual transcript retrieval from YouTube videos using Google's generative AI embeddings.

4 tools

API Lab MCP

9

Transform Claude into your AI-powered API testing laboratory. Test, debug, and document APIs through natural conversation with authentication support, response validation, and performance metrics.

6 tools

AgentKits Memory

9

A local, persistent memory system for AI coding assistants that stores decisions, patterns, and session context via MCP tools. It enables cross-session memory management using SQLite and optional vector search without external dependencies or cloud storage.

Android Code Search MCP Server

9

Enables searching and browsing Android source code across projects like Android, AndroidX, and Android Studio via cs.android.com. It provides tools for regex-based code searches, full file content retrieval, and symbol autocomplete suggestions.

man-mcp-server

9

MCP to search and access man pages on the local machine.

3 tools

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

Jenkins

9

MCP (Model Context Protocol) Server. Integrates with Jenkins CI/CD operations, enabling job listing, build triggering, and status checking for streamlined DevOps automation and pipeline management.

Yahoo Finance

9

📈 Lets your AI interact with Yahoo Finance to get comprehensive stock market data, news, financials, and more. Proxy supported.

7 tools

hashnet

Needs Setup
9

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

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