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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Codeix

Validated
2

Fast semantic code search for AI agents — find symbols, references, and callers across any codebase

7 tools

NowAIKit — ServiceNow AI Toolkit

Needs Setup
2

400+ ServiceNow MCP tools with web dashboard and desktop app.

specmem-hardwicksoftware

Failed
2

Your Claude Code sessions don't have to start from scratch anymore — SpecMem gives your AI real memory. It won't forget your conversations, your code, or your architecture decisions between sessions. That's the whole point. Semantic code indexing that act

MCP-Server-unified-docs-hub

2

The ultimate MCP documentation server - 170+ curated repos, 11,000+ docs, full-text search for AI assistants

5 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

Survey Insight MCP Server

2

An AI-powered survey analysis server that processes CSV data to generate interactive HTML dashboards with WordClouds, frequency rankings, and AI-driven recommendations in Japanese and English.

1 tool

sqlew

Validated
2

Automated ADR (Architecture Decision Records) for Claude Code - MCP server with SQL-backed decision repository

7 tools

Sequential-Thinking-Tools

2

A sequential thinking tool that enables complex problem-solving by breaking tasks into manageable steps with dynamic revisions, hypothesis verification, and intelligent tool recommendations.

1 tool

Iconify-Icon

2

A comprehensive MCP server providing programmatic access to Iconify's database of over 200,000 open-source vector icons, featuring advanced search, icon set browsing, and framework-specific usage code generation.

4 tools

MCP-Booster

2

MCP-Booster is a comprehensive development assistant providing continuous chain-of-thought reasoning (CoConuT) and corporate memory systems to automate task planning, code execution, and quality validation.

Kali-Mcp-Toolkit

2

An MCP server that exposes over 500 Kali Linux security tools to AI models for automated penetration testing and security auditing. It includes modules for tool execution, interactive terminal management, and sandboxed code editing across 12 security categories.

duckduckgo-mcp

2

A privacy-focused MCP server that enables LLMs to search the web via DuckDuckGo and extract clean, markdown-formatted web content using Jina Reader.

2 tools

Ultimate Google Docs & Drive MCP Server

2

A comprehensive MCP server for managing Google Docs and Google Drive, supporting advanced document editing, formatting, table insertion, and full file operations across personal and shared drives.

23 tools

US Government Open Data MCP

2

MCP server + TypeScript SDK for 36 U.S. government data APIs — 188 tools. Treasury, FRED, Congress, FDA, CDC, FEC, lobbying, and more. Works with VS Code Copilot, Claude Desktop, Cursor.

Bizangafest Penetration Testing

2

MCP (Model Context Protocol) Server. Autonomous penetration testing server that performs network reconnaissance with nmap scanning and vulnerability discovery through searchsploit, automatically generating security assessment reports for automated security auditing workflows.

SkillMesh

2

SkillMesh is a retrieval router for MCP/LLM tool catalogs. It selects top-K relevant expert cards instead of loading every tool, reducing prompt size, by improving tool selection, and lowering token cost. Supports Claude MCP, Codex skills, and OpenAI-style function schemas.

Calorie-Tracking

2

A health-focused MCP server that enables users to track daily calorie intake, log meals, and generate nutritional reports through natural language interactions.

4 tools

Granola MCP Server

2

Integrates Granola.ai meeting intelligence with MCP clients to provide direct access to meeting notes, transcripts, and workspace organization. It allows users to search and retrieve meeting content through natural language by leveraging existing Granola credentials.

SSH MCP Server

2

An MCP server that enables AI assistants to execute shell commands and manage files on remote servers via SSH. It supports recursive directory uploads, archive extraction, and direct file creation from text content.

Xray Cloud

2

A professional MCP server that integrates with Xray Cloud's GraphQL API to automate test management, execution tracking, and QA workflows directly within AI clients.

23 tools

appstore-connect

Needs Setup
2

MCP server for Apple's App Store Connect API. Manage apps, TestFlight, and more.

Lenny RAG MCP Server

2

Provides hierarchical RAG over 299 Lenny Rachitsky podcast transcripts for product development brainstorming and insight retrieval. It enables semantic search across topics, insights, and examples to surface expert advice on product management and growth.

Codex MCP Server

2

A bridge between AI assistants and the local Codex engine for deep, project-level code reviews, automated refactoring, and context-aware bug fixes.

4 tools

Tea Rags MCP

2

A high-performance MCP server for semantic search and codebase indexing using the Qdrant vector database. It features optimized embedding pipelines, AST-aware chunking, and git metadata enrichment for fast, privacy-focused local or remote search.

Spotify

2

Integrates Spotify's Web API via OAuth to search for tracks and manage playlists based on natural language descriptions.

DPO2U (LGPD/GDPR Compliance)

2

A privacy-first compliance engine that automates LGPD/GDPR requirements using homomorphic encryption and zero-knowledge proofs to process sensitive data locally and securely.

16 tools

Jira

2

A comprehensive developer-focused MCP server for Jira integration, enabling seamless issue management, sprint tracking, and metadata retrieval via a Rust-based CLI.

31 tools

Moqui Framework

2

A specialized MCP server that bridges AI agents with the Moqui Framework ERP, enabling autonomous business operations, entity management, and service execution through recursive discovery of screens and services.

Register UZ MCP Server

2

A comprehensive MCP server providing access to the Slovak Registry of Financial Statements (RegisterUZ). It enables natural language searching of businesses, retrieval of balance sheets, income statements, and in-depth financial analysis of Slovak legal entities.

25 tools

Blender MCP Bridge

2

Enables remote control of Blender via the Model Context Protocol, allowing users to execute Python scripts, query scene data, and generate 3D models from images. It provides a bridge for AI clients to interact directly with Blender's internal environment and automate 3D content creation.