AI / ML

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

⚠ Prompt injection · model poisoning · data leakage
10,898Total Servers
Sort:10,898 servers
ServerLanguageStarsDownloads
awesome-research

:seedling: a curated list of tools to help you with your research/life; I built a front end around this repo, please use the link below [This repo is deprecated. Instead, I maintain all the contents using the following website]

by emptymalei

—2.8k-
awesome-spring-ai

A curated list of awesome resources, tools, tutorials, and projects for building generative AI applications using Spring AI

by spring-ai-community

—854-
awesome-trading-agents

Curated list of LLM-driven trading agents, MCP servers, and agent skills for market research, strategy, and execution.

by LLMQuant

—855-
awesome-web3-mcp-servers

DeMCP is the first Decentralized MCP network, offering SSE proxies for MCP services and mainstream LLMs, tackling trust and security with TEE and blockchain.

by demcp

—610-
AwrAIter — Telegram channels

Telegram channels you administer: analytics, content plans, scheduled publishing. No userbot

by awraiter

—--
aws-agentcore-ampersend

POC: AWS Bedrock AgentCore + Ampersend SDK x402 payment protocol for AI agents

by kmjones1979

TypeScript0-
aws-agentcore-mcp-server

MCP server providing comprehensive AWS AgentCore documentation for building production-ready AI agents with enterprise security, observability, and scalability

Python--
aws.aws-tasks-mcp-server

An AWS Model Context Protocol (MCP) server for AWS Tasks

by Amazon Web Services

Python9.6k-
AWS Bedrock Nova Canvas

Integrates with Amazon Bedrock's Nova Canvas model to generate images from text descriptions with customizable parameters like dimensions and seed control.

—24-
aws-blackbelt-mcp-server

Model Context Protocol (MCP) server for AWS Black Belt Online Seminar

Python--
AWS Cost Explorer and Bedrock Usage Analytics

Integrates with AWS Cost Explorer and CloudWatch to analyze cloud spending patterns and Bedrock model usage statistics for detailed cost monitoring and optimization.

by aarora79

Python126-
aws-dynamodb-mcp-server

MCP server for AWS DynamoDB with fine-grained tool control

by tadasant

TypeScript--
aws-finops-mcp-server

An MCP (Model Context Protocol) server that brings powerful AWS FinOps capabilities directly into your AI assistant. Analyze cloud costs, audit for waste, and get budget insights using natural language, all while keeping your credentials secure on your local machine.

by ravikiranvm

Python184-
AWS IReveal

Integrates with AWS security services to enable incident response and investigation through CloudTrail logs, Athena queries, CloudWatch events, GuardDuty findings, and IAM Access Analyzer for comprehensive security event analysis and threat detection.

—8-
awslabs.kinesis-mcp-server

An AWS Labs Model Context Protocol (MCP) server for kinesis

by Amazon Web Services

Python--
awslabs.pcap-analyzer-mcp-server

A Model Context Protocol server for comprehensive network packet capture and analysis using Wireshark/tshark

by Amazon Web Services

Python--
awslabs.terraform-mcp-server

An AWS Labs Model Context Protocol (MCP) server for terraform

Python--
awsome_kali_MCPServers

awsome kali MCPServers is a set of MCP servers tailored for Kali Linux

by ccq1

Python106-
aws-s3-mcp

MCP Server for S3

by samuraikun

TypeScript--
aws-security-mcp

A Model Context Protocol server that connects AI assistants like Claude to AWS security services, allowing them to autonomously query, inspect, and analyze AWS infrastructure for security issues and misconfigurations.

by groovyBugify

Python82-
@ax402/mcp-server

Ax402 MCP server for Cursor and Claude

by GitHub Actions

TypeScript--
@ax-ado-mcp/mcp-server-azure-devops-enhanced

Enhanced Azure DevOps MCP server with additional features including pull request changes tool

by grainsworth

TypeScript--
@axaraaudit/mcp-server

AxaraAudit MCP server: design-token rules, RGAA validation, project audit & drift auto-fix for AI agents (stdio, JSON-RPC 2.0)

by polo9908

TypeScript--
Axiomatic AI

Provides six specialized servers for scientific and engineering workflows including photonic circuit design with gdsfactory integration, document processing with advanced OCR, plot data extraction from images, equation composition and analysis, PDF annotation with contextual analysis, and model fitting with optimization capabilities.

Python19-
Axiom Context

Integrates Axiom's context-aware AI capabilities with Zed workflows through a customizable command interface for enhanced flexibility and seamless deployment.

—0-