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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

noteit-mcp

4

A productivity-focused MCP server that provides 60+ expert AI agent profiles and a structured note-taking system with HTML and flow diagram visualizations for developers.

8 tools

@dannyboy2042/freebird-mcp

Needs Setup
4

A free web search and content extraction MCP server that requires no API keys, offering smart auto-detection for web, news, images, and videos alongside a Markdown page extractor.

6 tools

@encryptioner/html-to-pdf-generator

Failed
4

An MCP server that enables AI models to generate professional, multi-page PDFs from HTML content or URLs with support for pagination, watermarks, and security settings.

3 tools

mcp-servers

4

24 Enterprise MCP Servers for GenAI: AWS, Salesforce, HubSpot, Jenkins, Power BI + more. Production-ready AI agent integrations.

simple-memory-mcp

4

🧠 Blazingly fast persistent memory for AI assistants. Sub-millisecond SQLite storage with smart tagging, full-text search, and automatic relationships. MCP server + CLI.

3 tools

mem0-server-mcp

4

🧠 Production-ready MCP server providing intelligent memory for Claude Code with async architecture, Neo4j knowledge graphs, smart chunking & enterprise security. One-command Docker deployment.

13 tools

github_graphql_api_mcp

4

A robust MCP server that provides full access to the GitHub GraphQL API, featuring built-in schema introspection tools and optimized single-request data retrieval for AI agents.

4 tools

salesforce-mcp-server

4

MCP server for Salesforce API integration - Complete CRM integration for GenAI applications

12 tools

ConferenceHaven-Community

4

Community feedback, documentation, and discussions for ConferenceHaven MCP - Your AI conference assistant

2 tools

agentmesh

4

🤖🕸️ Production-grade multi-agent orchestration framework powered by Pregel BSP. Build sophisticated AI workflows with parallel execution, state management, and observability.

1 tool

NTS_MCP_FS

4

Transactional File System server for Model Context Protocol (MCP). Enterprise-grade tools for AI agents: atomic edits, undo/redo, code navigation, refactoring, git integration. Docker ready.

15 tools

zebbern-kali-mcp

4

MCP server for Kali Linux penetration testing - 139 tools for AI-assisted security testing - Giving Agents access to full pentesting tools

mcp

Validated
4

A Model Context Protocol server that integrates Dev Proxy capabilities into AI assistants, allowing them to search documentation, retrieve best practices, and verify version compatibility for API simulation.

3 tools

Delphi Build

4

A specialized MCP server for compiling Delphi projects that automates complex library path management, parses .dproj files, and filters compiler output into structured error data.

2 tools

Iconify SVG

4

A bridge to the Iconify API that allows users to search for icons and retrieve SVG code directly through LLMs, streamlining icon integration for developers and designers.

3 tools

MCP-Server-for-Hashing

4

A Model Context Protocol (MCP) server for calculating MD5 and SHA-256 hashes, complete with tools and guides for understanding and building MCP servers. Works with Claude Desktop & VSCode.

2 tools

open-chat

4

Roll your own chat with just a few lines of code. Open source alternative to ChatKit. Use any model / provider. Built upon AI Elements from Vercel, AI SDK. Supports MCP, MCP-UI, and the MCP Registry out of the box.

mcp-ruby

4

The Model Context Protocol is an open standard that enables developers to build secure, two-way connections between their data sources and AI-powered tools. The architecture is straightforward: developers can either expose their data through MCP servers or build AI applications (MCP clients) that connect to these servers.

MCP-Penetration-testing

4

The ultimate OWASP MCP Top 10 security checklist and pentesting framework for Model Context Protocol (MCP), AI agents, and LLM-powered systems.

claude-journal-mcp

4

Lightweight journal/memory plugin for Claude Code with zero ML dependencies. Features slash commands, proactive skills, and auto-capture hooks.

11 tools

KnowledgeMCP

4

Model Context Protocol (MCP) server for local vector storage & semantic search (ChromaDB, OCR, async ingestion).

11 tools

code-buddy

4

Your AI-powered coding companion for Claude Desktop. MCP server with 23+ dev tools for file operations, git integration, code analysis, and more. Works with any project on your system.

23 tools

selenium-mcp

Validated
4

A comprehensive MCP server providing Selenium WebDriver capabilities to AI assistants, enabling browser management, complex element interactions, cookie handling, and automated web testing.

56 tools

vertex-mcp-chatbot

4

Vertex AI chatbot with MCP integration

3 tools

MCP for IIIF Images

4

A specialized MCP server for interacting with the International Image Interoperability Framework (IIIF), allowing users to fetch manifests and retrieve specific full or cropped image regions for analysis.

3 tools

opencode-personal-knowledge

4

🧠 Personal knowledge MCP server with vector database for Opencode. Store and retrieve knowledge using semantic search, powered by local embeddings.

15 tools

FDIC BankFind MCP Server - (Unofficial)

4

The is a MCPserver that brings the power of FDIC BankFind APIs straight to your AI tools and workflows. Structured U.S. banking data, delivered with maximum vibes. 😎📊

7 tools

cc-session-search

4

MCP server for searching and analyzing Claude Code conversation history

6 tools

btp-sap-odata-to-mcp-server-optimized

Needs Setup
4

An enterprise-grade MCP server that bridges SAP OData services with AI capabilities, featuring modular authentication and native SAP BTP Cloud Foundry integration.

5 tools

mcp-config-manager

4

🎛️ The visual command center for AI tool configuration. Stop wrestling with JSON - start managing MCP servers visually across Claude, VS Code, and more.