AI / ML

Machine learning model inference, embedding generation, vector similarity search, and AI pipeline orchestration.

Prompt injection · model poisoning · data leakage
4,762Total Servers
Sort:4,762 servers
ServerLanguageStarsDownloads
runway-mcp-server

MCP server for Runway ML video generation with Gen-4, Veo 3, Aleph video editing, and comprehensive AI video tools

by sidart10

Python
ruon-ai
rust-docs-mcp-server

🦀 Prevents outdated Rust code suggestions from AI assistants. This MCP server fetches current crate docs, uses embeddings/LLMs, and provides accurate context via a tool call.

by laptou

TypeScript31
s2-mcp-server

MCP server for Semantic Scholar — 200M+ academic papers in Claude Desktop

Python
S2T Accelerators

Enterprise-grade MCP tools for AWS infrastructure, security compliance, AI workflows, and AI agent governance. 36 tools including IAM policy validation, MFA compliance, CloudFormation generation, DynamoDB design, OAuth validation, vector embeddings, error analysis, data lake readiness, risk classification, task routing, 12 ACI governance tools for agent safety, and 4 local stakeholder interview tools.

s3-mcp-workspace

Claude Code–like file tools for agents, backed by an S3/MinIO workspace via MCP, secure read/edit/write with scoped paths, schema validation, and audit-friendly operations.

by lunai408

TypeScript0
sad-mcp

MCP server for Software Analysis and Design course materials at BGU

by dcodish

TypeScript
Safari MCP

Native Safari browser automation for AI agents — 80 tools via AppleScript, zero Chrome overhead, keeps logins, runs silently. macOS only.

safari-mcp-server

A node MCP server for controlling safari with an AI

by lxman

TypeScript32
safestclaw

Safestclaw is the alternative to openclaw.. You can naturally chat with it via text and voice, and you can choose not to use a language model., By default it picks up on intent and semantics.. No prompt injection while you get over ninety percent of what openclaw does plus tts and voice to text

by princezuda

Python279
SageFs

Sage Mode for F# development — REPL with solution or project loading, Live Testing for FREE, Hot Reload, and session management.

by WillEhrendreich

F#64
saifs-ai
@saiso/svm-mcp-server

First-party SAISO SVM MCP server with canonical parity operations

by bhiktor

TypeScript
sakana-mcp

MCP server that wraps Sakana AI Scientist v2 so MCP Client (claude, cursor...) can act as a research director for autonomous scientific loops.

by sandraschi

TypeScript1
@saketsawrav/odoo-mcp-server

MCP server for Odoo ERP — project management, tasks, and comments via XML-RPC

by GitHub Actions

TypeScript
salad_mcp

Manage GPU workloads on SaladCloud, including container groups and inference endpoints. Operate queues, jobs, logs, and quotas to run and monitor deployments. Check CPU/GPU availability to plan capacity and scale efficiently.

salesforce-mcp-server

A comprehensive Model Context Protocol (MCP) server that provides seamless Salesforce integration for AI development tools like Claude Desktop, Cline, and other MCP-compatible clients.

by jaworjar95

TypeScript41
sally-ai-mcp

Chat with Sally about metabolic health and pay per interaction using x402 with your own wallet. Keep your private key on-device while enjoying transparent, verifiable micropayments. Use it from your preferred compatible client for a seamless experience.

@saltedroads/agentplanner-mcp

Kanban MCP Server for AgentPlanner

by GitHub Actions

TypeScript
sam3-mcp-server

MCP server for SAM3 image segmentation, returning a pre-signed URL to inference results via stdio

by super_bad

TypeScript
sample-agentic-ai-demos

Collection of examples of how to use Model Context Protocol with AWS.

by aws-samples

Python101
sample-agentic-ai-web

This project demonstrates how to use AWS Bedrock with Anthropic Claude and Amazon Nova models to create a web automation assistant with tool use, human-in-the-loop interaction, and vision capabilities.

by aws-samples

Python50
sample-ai-chat

Copilot Kit + AgentFramework + AG-UI + MCP

by koB4y4sh1

TypeScript0
sample-mcp-security-scanner

This pattern describes how to implement a Model Context Protocol (MCP) server that integrates three industry-standard security scanning tools (Checkov, Semgrep, and Bandit) to provide comprehensive code security analysis. The server enables AI coding assistants like Kiro and Amazon Q Developer to automatically scan code snippets.

by aws-samples

Python13
Sample MCP Server

Provide a simple and minimal MCP server implementation to help developers get started quickly with the Model Context Protocol. Enable basic MCP server capabilities using the official Python SDK as a foundation. Facilitate easy deployment and experimentation with MCP features.