Tools & Services
Cloud services, frameworks, and tools used to build AI systems, explained for beginners and put in the context of real projects.
Each card is a quick decision: what it is, who runs it (managed service or open source you can self-host), the relative cost to run ($ to $$$), and a lifecycle flag when a service is in preview, retiring, or no longer recommended.
Aider New
An open-source terminal tool for AI pair programming that edits your …
OSS
Open source
Cline New
An open-source coding agent for your IDE and terminal that plans …
OSS
Open source
Daytona New
Daytona is secure, elastic infrastructure for running AI-generated …
E2B New
E2B is an open-source runtime that gives AI agents secure, isolated …
Goose New
An open-source, on-machine AI agent with a desktop app, CLI, and API …
OSS
Open source
Hermes Agent New
Nous Research's open-source, self-improving AI agent that runs as a …
OSS
Open source
Microsoft Agent Framework New
Microsoft Agent Framework is an open-source, production SDK for …
OpenCode New
An open-source, provider-agnostic AI coding agent for the terminal, …
OSS
Open source
OpenHands New
An open-source platform for autonomous software-engineering agents …
OSS
Open source
AutoGen Updated
Multi-Agent Conversation Framework
Deprecated
Semantic Kernel Updated
Microsoft's AI Orchestration SDK
Deprecated
Ansible New
Ansible is Red Hat's open-source, agentless automation tool for …
OSS
Open source
PyTorch New
PyTorch is the open-source deep learning framework behind most modern …
OSS
Open source
TensorFlow New
TensorFlow is Google's open-source end-to-end machine learning …
OSS
Open source
Xinity New
Xinity is open-source sovereign AI infrastructure software: an …
OSS
Open source
YOLO (Ultralytics) New
YOLO is a family of single-stage, real-time object detectors that find …
OSS
Open source
AI21 Labs New
AI21 Labs is an enterprise AI company behind the Jamba hybrid …
Alibaba Cloud Model Studio New
Alibaba Cloud's managed platform for building generative AI …
Alibaba Qwen New
Qwen is Alibaba Cloud's family of large language models, many released …
Amazon Nova New
Amazon's own family of foundation models for text, image, and video, …
AWS
Managed
Baseten New
A production inference platform for deploying, serving, and …
Cohere New
Enterprise-focused model provider offering Command generation models …
CoreWeave New
CoreWeave is a GPU-focused cloud provider, a neocloud built for …
Crusoe New
Crusoe is an energy-first AI cloud that builds its own data centers …
Databricks New
Databricks is a lakehouse data and AI platform that unifies data …
DeepSeek New
DeepSeek is a Chinese AI lab known for open-weight large language …
Fireworks AI New
Fireworks AI is a low-latency inference and fine-tuning platform that …
Google Gemini New
Google's family of frontier multimodal models, available through the …
GCP
Managed
Groq New
Groq builds the LPU, a custom inference chip, and GroqCloud, a fast, …
IBM watsonx New
IBM's enterprise AI and data platform, combining model building, a …
Lambda (GPU Cloud) New
Lambda is a developer-friendly GPU cloud for training and inference, …
Meta Llama New
Meta's family of open-weight large language models, downloadable for …
Microsoft Phi New
Microsoft Phi is a family of small, open-weight language models built …
Mistral AI New
A French model provider offering open-weight and commercial LLMs plus …
Modal New
Modal is a serverless cloud platform for running Python and AI …
Nebius New
Nebius is a full-stack AI cloud offering GPU compute, storage, and …
NetApp for AI New
How NetApp uses ONTAP data management, disaggregated storage, and the …
NVIDIA AI Platform (NIM, NeMo, DGX) New
How NVIDIA combines GPUs, DGX systems, NVIDIA AI Enterprise, NIM …
NVIDIA TensorRT-LLM New
An open-source library that compiles and optimizes large language …
Oracle OCI Generative AI New
Oracle's managed service for running, customizing, and fine-tuning …
Paperspace New
Paperspace, now part of DigitalOcean, offers cloud GPUs, Jupyter …
Ray Serve New
Ray Serve is a framework-agnostic model-serving library on Ray that …
Red Hat OpenShift New
Red Hat OpenShift is an enterprise Kubernetes platform for running …
Red Hat OpenShift AI New
A hybrid cloud MLOps platform for building, training, serving, and …
Reka AI New
Reka AI is a research lab building natively multimodal models that …
RunPod New
RunPod is a GPU cloud offering on-demand pods, a lower-cost community …
SGLang New
SGLang is an open-source high-performance serving framework for large …
OSS
Open source
Text Generation Inference (TGI) New
Hugging Face's open-source, production-grade server for deploying open …Deprecated
Together AI New
Together AI is a cloud platform for running, fine-tuning, and serving …
Vast.ai New
Vast.ai is a marketplace that rents GPU compute from many providers, …
Vultr New
Vultr is an independent developer cloud that pairs general compute …
xAI Grok New
xAI is the company behind the Grok family of large language models, …
Claude Code New
Anthropic's Terminal Coding Agent
Claude Cowork New
Anthropic's Agent for Knowledge Work
Claude Design New
Anthropic's Conversational Design Tool
Cursor New
AI Code Editor
ElevenLabs New
AI voice synthesis API with natural-sounding text-to-speech, voice …
Gamma New
AI-powered presentation and document builder. Generate complete slide …
GitHub Copilot New
AI Pair Programmer
Lovable New
AI-powered full-stack web app builder. Describe a product in plain …
Mistral AI New
European LLM provider with open-weight models and a commercial API. …
OSS
Open source
Perplexity New
AI Search Engine
Stable Diffusion New
Open-weight image generation model from Stability AI. Run locally with …
OSS
Open source
Amazon Athena
Serverless SQL Analytics
AWSManaged on open source
$$
Best for Ad-hoc SQL over data already in S3
Amazon Bedrock
Enterprise AI Foundation
AWSClosed managed
$$$
Best for Managed multi-model generative AI on AWS
Amazon Bedrock AgentCore
Serverless AI Agent Hosting
AWSClosed managed
$$$
Preview
Best for Taking agents from prototype to managed production
Amazon CloudWatch
Monitoring and Observability for AI
AWSManaged (open standards)
$$
Best for AWS-native metrics, logs, and traces
Amazon Cognito
User Authentication and Identity
AWSClosed managed
$$
Best for AWS-native authentication for apps and agents
Amazon Comprehend
NLP at Scale
AWSClosed managed
$$
Best for Classic NLP at scale without training models
Amazon Connect
AI-Powered Contact Center
AWSClosed managed
$$$
Renamed
Best for Cloud contact center with AI assist
Amazon DynamoDB
Fully Managed NoSQL Database
AWSClosed managed
$$
Best for High-scale key-value and document workloads
Amazon EMR
Big Data Processing for AI
AWSManaged on open source
$$
Best for Managed Spark, Trino, and Flink at scale
Amazon EventBridge
Event-Driven AI Orchestration
AWSManaged
Amazon Forecast
Time Series Forecasting
AWSManaged
Deprecated
Amazon Fraud Detector
ML-Based Fraud Prevention
AWSManaged
Deprecated
Amazon HealthLake
Healthcare Data Store
AWSManaged
Amazon Kendra
Intelligent Enterprise Search
AWSManaged
Amazon Lex
Conversational AI Interfaces
AWSManaged
Amazon Lookout for Metrics
Anomaly Detection
AWS
Managed
Discontinued
Amazon Lookout for Vision
Visual Anomaly Detection
AWSManaged
Discontinued
Amazon Managed Grafana
Operational Dashboards
AWSManaged
Amazon MSK
Managed Streaming for Apache Kafka
AWSManaged
Amazon MWAA
Managed Workflows for Apache Airflow
AWSManaged
Amazon Neptune
Graph Database for AI Applications
AWSManaged
Amazon OpenSearch Service
Search and Analytics for AI
AWSManaged on open source
$$
Best for Managed search and vector retrieval
Amazon Personalize
ML-Powered Recommendations
AWSManaged
Amazon Pinpoint
AI-Driven Customer Engagement
AWSManaged
Deprecated
Amazon Polly
Text-to-Speech for Applications
AWSManaged
Amazon QuickSight
Business Intelligence and AI Insights
AWS
Managed
Amazon Redshift
Cloud Data Warehouse
AWSManaged
Amazon Rekognition
Image and Video Analysis
AWSManaged
Amazon S3
Object Storage for AI Pipelines
AWSManaged
Amazon SageMaker
Custom ML Model Training and Deployment
AWSManaged
Amazon Textract
Document Data Extraction
AWSManaged
Amazon Timestream
Time Series Database
AWSManaged
Amazon Transcribe
Speech-to-Text for Enterprise
AWSManaged
Amazon Translate
Neural Machine Translation
AWSManaged
Apache Airflow
Workflow Orchestration Platform
OSSOpen source (Apache 2.0)
$$
Best for Orchestrating data pipelines as DAGs
Apache Flink
Stateful Stream Processing Framework
OSSOpen source
Apache Hadoop
Distributed Big Data Framework
OSSOpen source
Apache Hive
Data Warehouse on Hadoop
OSSOpen source
Apache Kafka
Distributed Event Streaming Platform
OSSOpen source (Apache 2.0)
$$
Best for Durable high-throughput event streaming
Apache Spark
Unified Big Data Processing Engine
OSSOpen source (Apache 2.0)
$$
Best for Large-scale ETL and distributed analytics
Apache Superset
Open-Source Business Intelligence Platform
OSS
Open source (Apache 2.0)
$
Best for Self-hosted BI and SQL dashboards
AsyncStorage
AsyncStorage is the standard key-value storage API for React Native. …
AutoML
Automated Machine Learning Model Training
GCP
Managed
AWS Amplify
Full-Stack App Development
AWSClosed managed
$
Best for Frontend-first full-stack apps on AWS
AWS Elemental MediaConvert
Video Processing at Scale
AWSClosed managed
$$
Best for File-based video transcoding for VOD / OTT
AWS Fargate
Serverless Container Compute
AWSClosed managed
$$
Best for Containers without managing nodes
AWS Glue
Serverless ETL and Data Integration
AWSManaged
AWS IoT Core
IoT Platform for AI Applications
AWSClosed managed
$$
Best for Securely connecting fleets of devices
AWS Lambda for AI Pipelines
Serverless inference, event-driven processing, and integration …
AWSClosed managed
$
Best for Event-driven serverless functions
AWS Step Functions
Workflow Orchestration for AI Pipelines
AWSClosed managed
$
Best for Durable multi-service workflow orchestration
AWS WAF
Web Application Firewall
AWSClosed managed
$$
Best for Managed app-layer protection for web apps and APIs
Azure AD B2C
Customer Identity and Access Management
AzureClosed managed
$$
Existing customers only
Best for Maintaining or migrating existing B2C tenants
Azure AI Document Intelligence
Intelligent Document Processing
AzureManaged
Azure AI Search
Enterprise Search and Vector Retrieval
AzureManaged
Azure AI Services
Pre-Built AI APIs for Vision, Language, and Speech
AzureManaged
Azure Anomaly Detector
Time Series Anomaly Detection
AzureClosed managed (OSS migration path)
Retiring
Best for Migration planning only
Azure Blob Storage
Scalable Object Storage for AI Workloads
AzureManaged
Azure Bot Service
Managed Bot Development Platform
AzureManaged
Azure Communication Services
Cloud Communication APIs
AzureManaged
Azure Computer Vision
AI-Powered Image and Video Analysis
AzureManaged
Azure Cosmos DB
Globally Distributed Multi-Model Database
AzureManaged
Azure Custom Vision
Custom Image Classification and Object Detection
AzureManaged
Azure Data Explorer
Real-Time Analytics and Time Series Database
AzureManaged
Azure Data Factory
Cloud Data Integration and ETL
AzureManaged
Azure Event Grid
Serverless Event Routing
AzureManaged
Azure Event Hubs
Big Data Streaming Ingestion
AzureManaged
Azure Functions
Serverless Compute for Event-Driven AI Pipelines
AzureManaged
Azure HDInsight
Managed Open-Source Big Data Clusters
AzureManaged
Azure Health Data Services
Healthcare Data Platform
Azure
Managed
Azure IoT Hub
Managed IoT Device Communication
AzureClosed managed
$$
Best for Managed device-to-cloud messaging on Azure
Azure Logic Apps
Low-Code Workflow Orchestration
AzureManaged
Azure Machine Learning
End-to-End ML Platform
AzureManaged
Azure Managed Grafana
Managed Grafana Dashboards
AzureManaged
Azure Media Services
Cloud Media Processing and Streaming
AzureManaged
Azure Monitor
Full-Stack Observability Platform
AzureManaged
Azure OpenAI
Enterprise GPT on Microsoft Cloud
Azure
Managed
Azure Personalizer
Real-Time Content Personalization
Azure
Closed managed
Retiring
Best for Migration planning only
Azure Speech Services
Speech-to-Text, Text-to-Speech, and Translation
AzureManaged
Azure Static Web Apps
Serverless Web Application Hosting
AzureManaged
Azure Synapse Analytics
Unified Analytics and Data Warehousing
AzureManaged
Azure Translator
Neural Machine Translation
AzureManaged
BigQuery
Serverless Data Warehouse and Analytics Engine
GCPManaged
Chroma
Lightweight Embedding Database
OSS
Open source
Claude by Anthropic
Enterprise AI AssistantClosed managed
Best for Frontier LLM access via API and apps
ClickHouse
High-Performance Columnar Analytics Database
OSSOpen source
Cloud Armor
Web Application Firewall and DDoS Protection
GCP
Managed
Cloud Bigtable
Wide-Column NoSQL Database
GCP
Managed
Cloud Composer
Managed Apache Airflow Service
GCP
Managed
Cloud Dataflow
Unified Stream and Batch Data Processing
GCP
Managed
Cloud Dataproc
Managed Spark and Hadoop Service
GCP
Managed
Cloud Firestore
Serverless Document Database
GCP
Managed
Cloud Healthcare API
Healthcare Data Interoperability
GCP
Managed
Cloud IoT Core
IoT Device Management (Deprecated)
GCPClosed managed
Discontinued
Best for Reference only; choose a current IoT platform
Cloud Monitoring
Infrastructure and Application Observability
GCP
Managed
Cloud Natural Language API
Text Analysis and NLP
GCP
Managed
Cloud Pub/Sub
Messaging and Event Streaming
GCPManaged
Cloud Run
Serverless Container Platform
GCP
Managed
Cloud Spanner
Globally Distributed Relational Database
GCP
Managed
Cloud Speech-to-Text and Text-to-Speech
Voice AI Services
GCP
Managed
Cloud Translation API
Neural Machine Translation
GCP
Managed
Cloud Vision AI
Image Analysis and Recognition
GCP
Managed
Cloud Workflows
Serverless Orchestration Service
GCP
Managed
CrewAI
Multi-Agent Orchestration Framework
OSS
Open source
dbt
Data Build Tool for Analytics Engineering
OSS
Open source
Dialogflow
Conversational AI Platform
GCPManaged
DSPy
Programming with Foundation Models
OSS
Open source
DuckDB
Embedded Analytical Database
OSSOpen source
Eclipse Mosquitto
Lightweight MQTT Broker
OSS
Open source
Elasticsearch
Search and Vector EngineSource-available / managed
Best for Full-text search and analytics
Expo
React Native Development Framework
FastAPI
Modern Python API Framework
FFmpeg
Video Processing Swiss Army Knife
Firebase
Mobile and Web Application Platform
GCPManaged
GitHub Actions
CI/CD for AI Projects
Google Cloud Functions
Serverless Event-Driven Compute
GCP
Managed
Google Cloud Storage
Scalable Object Storage
GCPManaged
Google Document AI
Intelligent Document Processing
GCP
Managed
Google Vertex AI
Unified ML Platform
GCP
Managed
Grafana
Open-Source Observability Dashboards
OSSOpen source
Great Expectations
Data Validation and Quality
OSS
Open source
Guardrails AI
LLM Output Validation
Higgsfield
AI Video Generation Platform
Hugging Face
Open-Source AI Platform
OSSOpen source
Hugging Face Transformers
Open-Source Model Library
OSSOpen source
Hugo
Static Site Generator
InfluxDB
Purpose-Built Time Series Database
OSSOpen source
Instructor
Structured Output from LLMs
Keycloak
Open-Source Identity and Access Management
OSSOpen source
Knative
Serverless Platform for Kubernetes
OSSOpen source
Kubeflow
Machine Learning Platform for Kubernetes
OSS
Open source
LangChain
LLM Application Framework
OSSOpen source
$
Best for Composing LLM and agent applications
Langfuse
LLM Observability and Tracing
LangGraph
Stateful AI Agent GraphsLetta
Agent Runtime with First-Class Memory
LlamaIndex
RAG and Agent Framework
Looker
Enterprise Business Intelligence Platform
GCPManaged
Media CDN
Content Delivery for Streaming and Media
GCP
Managed
Mem0
Persistent Memory for AI Agents
Metabase
Open-Source Business Intelligence
OSSOpen source
MinIO
S3-Compatible Object Storage
OSS
Open source
MLflow
ML Lifecycle Management
OSSOpen source
Model Context Protocol (MCP)
Universal Tool Interface for AI Agents
n8n
Workflow Automation for AI Agents
NeMo Guardrails
Conversational Safety Framework
Neo4j
Graph Database Platform
OSSOpen source
Novu
Open-Source Notification Infrastructure
OSS
Open source
Ollama
Local LLM Inference Engine
OSSOpen source
Best for Running open LLMs locally
OpenAI API
GPT and DALL-E Integration
OpenAI Whisper
Open-Source Speech Recognition
OSS
Open source
OpenFaaS
Serverless Functions Made Simple
OSSOpen source
OpenTelemetry
Observability Framework Standard
OSSOpen source
pgvector
Vector Search in PostgreSQL
Pinecone
Managed Vector Database
Closed managed
$$
Best for Managed vector database for RAG
Power BI
Business Intelligence and Data Visualization
Azure
Managed
Prefect
Modern Workflow Orchestration
OSSOpen source
Best for Pythonic data workflow orchestration
Prometheus
Open-Source Monitoring and Alerting
OSSOpen source
Pydantic AI
Type-Safe Agent Development
OSS
Open source
Qdrant
High-Performance Vector Search Engine
OSSOpen source
Best for Self-hostable vector database
Railway
Application Hosting Platform
Rasa
Open-Source Conversational AI Framework
OSS
Open source
Ray
Distributed AI Compute FrameworkRecommendations AI
Personalized Recommendation Engine
GCP
Managed
Remotion
Programmatic Video Creation with React
Open source (license varies)
Best for Programmatic video creation with React
spaCy
Industrial-Strength NLP Library
OSS
Open source
Strands Agents
AWS-Native Agent SDK
AWS
Managed
Stripe Connect
Payment Infrastructure for Marketplaces and Platforms
Supabase
Open-Source Firebase Alternative
OSSOpen source
Temporal
Durable Workflow Orchestration Platform
OSSOpen source
Best for Durable workflow orchestration in code
Terraform
Infrastructure as Code for AI ProjectsOpen source (BSL)
Best for Infrastructure as code across providers
Tesseract OCR
Open-Source Optical Character Recognition
OSS
Open source
TimescaleDB
Time-Series Database on PostgreSQL
OSS
Open source
Using Notion as an AI Backend
Databases, APIs, and Automation
vLLM
High-Performance LLM Serving Engine
OSSOpen source
Weaviate
Open-Source Vector Database
OSS
Open source
Weights & Biases
ML Experiment PlatformZep
Temporal Knowledge-Graph Memory for Agents
Zustand
Lightweight React State Management
No tools match your filters.