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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

BSC MultiSend

1

An MCP server for Binance Smart Chain that facilitates bulk BNB and BEP20 token distributions with automated gas estimation and token approval handling.

2 tools

agent-security-scanner-mcp

Needs Setup
1

Security layer for AI agents: blocks prompt injection, detects fake packages, scans vulnerabilities.

Food Data Central MCP Server

1

A Model Context Protocol server that provides access to the USDA's FoodData Central database, allowing AI agents to search for food items and retrieve detailed nutritional facts and ingredient lists.

3 tools

JXA Mail MCP

1

A high-performance MCP server for Apple Mail that uses optimized JavaScript for Automation (JXA) to search and manage emails. It enables users to list accounts, fetch mailboxes, and retrieve today's, unread, or flagged messages with significantly improved speed through batch property fetching.

Chess

1

A comprehensive chess MCP server enabling interactive gameplay via ChatGPT, featuring Stockfish engine analysis, tactical puzzles, and a specialized React-based visual board widget.

5 tools

AgentExec

1

A secure, containerized MCP server that provides sandboxed code execution for Python, Node.js, and Go, alongside shell access and package management.

3 tools

claude-session-continuity-mcp

1

Zero-config session continuity for Claude Code. Automatically captures and restores project context across sessions using Claude Hooks.

hmem — Humanlike Memory for AI Agents

1

Persistent 5-level hierarchical memory for AI agents. SQLite-backed, lazy-loaded.

draw2agent

1

Draw on your website, let your AI agent see it. Visual context for code generation via MCP.

Laraguard MCP

1

A security audit server for Laravel projects that performs static code analysis, dependency CVE checks, and configuration audits. It enables developers to detect vulnerabilities like SQL injection and XSS while providing active attack simulations directly within MCP-compatible IDEs.

yourmemory

1

Ebbinghaus-based persistent memory for Claude. Memories decay with time, strengthen on recall.

Vaiz MCP

1

A Model Context Protocol server that connects Claude or Cursor to your Vaiz workspace, enabling comprehensive management of tasks, projects, documents, and team collaboration.

1 tool

armavita-originality-ai-mcp

1

Local-first MCP server for Originality.ai workflows, including AI detection, plagiarism checks, readability, SEO scans, and scan-result retrieval for content teams.

AI Dictionary

1

Look up, search, cite, and discuss AI phenomenology terms from the AI Dictionary

printr

1

Let AI agents create, discover, and track tokens across chains via Printr.

Mermaid Lint MCP

1

A validation server for Mermaid diagrams that provides real-time syntax checking, error debugging with line-specific feedback, and support for all major Mermaid diagram types.

Pylpex

1

A Model Context Protocol server for the Pylpex programming language, providing tools for code execution, tokenization, and state management alongside language documentation and examples.

4 tools

metrillm

1

Benchmark local LLM models — speed, quality & hardware fitness verdict from any MCP client

Bulwark

1

AI agent governance: content scanning, audit logs, policy evaluation, session management.

claude-sessions-mcp

Validated
1

An MCP server designed for managing Claude Code conversation sessions, allowing users to list projects, modify session history, and manage messages via tools or a dedicated Web UI.

16 tools

crowdcent-mcp

1

This MCP server integrates the CrowdCent Challenge API into AI assistants, allowing users to access prediction challenge data, download datasets, and submit models directly through natural language.

little-red-book-card-mcp

1

A specialized MCP server that converts Markdown documents into aesthetically pleasing knowledge cards in various styles, optimized for social media platforms like Little Red Book (Xiaohongshu).

3 tools

OneTool MCP

1

🧿One MCP, unlimited tools. Execute Python code with access to curated tool packs.

Ahma (Universal CLI Tool Adapter)

1

A universal adapter that transforms command-line tools into MCP-compatible interfaces with kernel-level sandboxing (Landlock/Seatbelt) and asynchronous, multi-threaded execution.

4 tools

COAIA Sequential Thinking

1

A specialized thinking engine that facilitates structured outcome creation through sequential thought processing and structural tension analysis, helping users move from reactive problem-solving to proactive creation.

3 tools

Nanonets MCP Server

1

A specialized MCP server that leverages Nanonets OCR to convert images, PDFs, Word documents, and Excel spreadsheets into structured markdown with high-fidelity preservation of tables, LaTeX, and layouts.

5 tools

claude-database-tools

1

An MCP server and CLI for SQL Server that supports SQL Server authentication and provides a suite of tools for schema exploration, data manipulation, and DDL generation.

12 tools

discord-mcp

1

A comprehensive Discord management server providing over 70 tools for server administration, moderation, and communication. It supports channel, role, member, and message management alongside automated workflows via pre-defined prompts.

68 tools

Gemini Google Web Search MCP

1

A specialized MCP server that provides AI models with real-time Google Web search capabilities via the Gemini API, featuring grounding metadata and source citations.

1 tool

CosmosDB

1

A comprehensive MCP server for Azure CosmosDB that enables seamless document database management, SQL query execution with performance metrics, and automated schema analysis.

8 tools