Tools that work with AWS

We're tracking 53 of these, and 53 are still live today.

Watching this group for 18 days · how we check

This week19 new arrivals

Narrow it down

Doesn't mention AI28 Free5 No sign-up2 Works offline2 Open source4 Data stays with you1 No subscription2

Spawned

Live

Infrastructure platform that lets you deploy containers, databases, and functions across AWS, GCP, Azure, or your own clusters, for developers who want Vercel-like deploy ergonomics with full infrastructure ownership.

What to know▼

How it works: Unifies the developer experience of modern deployment platforms with infrastructure-as-code you own on real cloud accounts or clusters.
Best for: Developers and coding agents deploying full-stack apps on infrastructure they control.

Watched for 7 days · last checked 1d ago

Sendbunny

Live

A self-hosted transactional and marketing email platform deployed into your own AWS account so you keep full ownership of infrastructure and customer data instead of using a hosted vendor.

Self-hosted

What to know▼

How it works: Deploy in your own AWS account; manage contacts, audiences, templates, domains, analytics
What's different: No vendor lock-in or per-contact pricing
Best for: Developers/businesses wanting a self-hosted alternative to Resend, SendGrid, Mailgun, Mailchimp, SES

Watched for 2 days · last checked 2d ago

Launchfolio

Live

A clone-and-deploy static portfolio template that pulls in content from Medium, Substack, dev.to, or RSS and deploys to GitHub Pages, Azure, or AWS with one config edit.

What to know▼

How it works: Edit one config file, connect content sources, and deploy with no build step required.
Best for: Developers who want a portfolio site without building one from scratch.

Watched for 7 days · last checked 1d ago

Solobly

Live

One dashboard pulling data from Stripe, Vercel, AWS etc. so multi-product founders can see portfolio performance instead of manually bouncing between tools and a spreadsheet.

Free

What to know▼

Pricing: Free to try, no enterprise pricing, no bloated feature set.
Best for: People running multiple SaaS products.

Watched for 2 days · last checked 1d ago

Archwise

Live

Turns a plain-language product description into a multi-cloud architecture with cost estimates, a compliance audit, and ready-to-run Terraform/Kubernetes config, instead of manually designing cloud infrastructure.

What to know▼

How it works: Reasons out an AWS/Azure/GCP/Kubernetes architecture with cost estimates and a deterministic security/compliance audit.

Watched for 2 days · last checked 1d ago

CloudNugget

Live

A free structured course of practice questions and articles to prepare for the AWS Developer Associate certification exam.

Domain registered 3 months ago

FreeNo sign-up

What to know▼

How it works: 757 practice questions organized around official exam domains, linked to AWS docs
Pricing: Free, no account, no paywall

Watched for 5 days · last checked today

SSM Dojo

Live

Lets AWS developers manage SSM tunnels, secrets, SSH, files, and RDP from one desktop app instead of juggling separate AWS console tools.

Watched for 1 day · last checked today

SendFleet

Live

Transactional email API for developers that can route mail through your own AWS SES account (zero data stored on their servers) or their managed infrastructure.

Domain registered 2 months ago

What to know▼

How it works: Single REST API for transactional email, either routed through your own AWS SES account (BYOC, zero data stored on their servers) or their managed infrastructure.
Best for: Developers and teams who want data privacy and control without giving up ease of integration.

Watched for 8 days · last checked 2d ago

BucketMate

Live

A desktop and web file browser for managing S3-compatible storage across AWS, Cloudflare R2, and MinIO from one UI.

What to know▼

How it works: Multi-provider client with a simple browsing interface, on macOS and web.
Best for: People juggling files across multiple S3-compatible storage providers.

Watched for 6 days · last checked 4d ago

Blast Radius Lab

Live

An AI-mentored SRE training platform where engineers debug real incidents in live AWS infrastructure using Terraform, for developers who want hands-on production-like practice instead of passive courses.

Domain registered 1 month ago

What to know▼

How it works: Work in real AWS infrastructure, write real Terraform, build observability stacks, and debug real incidents while an AI mentor assigns tasks and pushes back on shortcuts.
Best for: Engineers who want production-level SRE practice without production risk.

Watched for 12 days · last checked 6d ago

SCALIX

Live

Designs cloud migrations, automation, and AWS scalability solutions to help startups optimize processes and connect teams.

Domain registered 17 days ago

What to know▼

How it works: Custom software, automation, and AWS-based cloud solutions for growing companies.

Watched for 12 days · last checked 9d ago

Cloud Arena

Live

Lets people practice in real, cost-capped AWS sandboxes instead of watching guided click-along courses.

No subscription

What to know▼

How it works: cost-capped, auto-cleaned sandbox AWS accounts
Pricing: no subscription, pay per lab

Watched for 1 day · last checked today

Gateways

Live

Lets DevOps teams map and manage infrastructure across AWS, Azure, and GCP on one visual canvas instead of juggling separate cloud consoles.

What to know▼

How it works: Visual workspace with live status, CLI deploy, built-in SSH terminal, and integrated IDE across dev, staging, and production.

Watched for 1 day · last checked today

Caasify

Live

Service that connects multiple independent cloud infrastructure providers under one account and interface, positioned as a cheaper alternative to AWS.

What to know▼

How it works: verifies independent cloud providers and unifies their services under one account, one balance, one interface
What's different: aggregates fragmented providers rather than owning its own hardware

Watched for 4 days · last checked 3d ago

PlaceMeRight

Live

A fast-turnaround recruiting service that hand-screens software engineers and delivers an interview-ready shortlist in 48-72 hours, for companies tired of slow agency searches.

What to know▼

How it works: backend sourcing pods hand-call and screen candidates in Next.js, Laravel, React, Node.js, AWS
What's different: flat-rate packages instead of 15%+ commission, plus a replacement guarantee
Best for: companies hiring developers who want speed over traditional agencies

Watched for 5 days · last checked 4d ago

Dynasight

Live

A cost and performance auditor for DynamoDB that flags wasteful spend before it shows up on the AWS bill.

Domain registered 3 months ago

What to know▼

How it works: Analyzes tables, indexes, usage and configuration for cost/performance issues
What's different: Purpose-built for DynamoDB rather than generic cloud cost tools
Best for: Developers running DynamoDB who want to catch overspend early

Watched for 5 days · last checked 4d ago

MonX

Live

A performance monitoring hub combining real-time server monitoring, AI root-cause analysis, LLM observability, and cloud monitoring across AWS, Azure, and GCP.

What to know▼

How it works: Combines eBPF service topology, autonomous root-cause analysis, and human-in-the-loop remediation, deployable in 60 seconds.
Best for: Teams monitoring infrastructure across multiple cloud providers.

Watched for 11 days · last checked 7d ago

Bromure Agentic Coding

Live

A hardware-isolated VM for running Claude Code, Codex, or Grok Build so your API keys and AWS credentials stay protected from malware, exfiltration, and prompt injection.

FreeOpen source

What to know▼

How it works: Runs agentic coding tools in an isolated VM on Apple Silicon or via OpenAI/Anthropic, reachable by app, CLI, or SSH.
Pricing: Free and open source.
Best for: Developers running AI coding agents who want their credentials isolated from supply-chain and prompt-injection attacks.

Watched for 11 days · last checked 8d ago

APIWhere

Live

Dashboard that unifies API spend across providers like OpenAI, AWS, Vercel and Stripe so teams can see real-time cost and usage in one place instead of switching between billing consoles.

Domain registered 14 days ago

What to know▼

How it works: normalizes cost and usage data across API providers into one dashboard
Best for: teams tracking API-driven product spend

Watched for 11 days · last checked 8d ago

Spire

Live

An AI compliance automation platform that collects evidence via API integrations for SOC 2 and EU AI Act audits.

Can export my data

What to know▼

How it works: Connects via 9 read-only API integrations (AWS, GitHub, Google Cloud, Vercel, Cloudflare, Clerk, Supabase, Stripe, Resend) to continuously collect evidence mapped to SOC 2 trust criteria and EU AI Act articles, and drafts AI-based security questionnaire responses.
What's different: Replaces manual, spreadsheet-driven audit prep.
Best for: B2B SaaS companies needing SOC 2 Type II and EU AI Act readiness to close enterprise deals.

Watched for 3 days · last checked 3d ago

CloudPulse

Live

A unified dashboard to monitor spend, optimize costs and enforce security compliance across AWS, Azure and GCP for teams running multi-cloud infrastructure.

Domain registered 22 days ago

What to know▼

How it works: A unified dashboard to monitor spend, optimize costs, enforce security compliance, and detect configuration drift across AWS, Azure, and GCP.
Best for: Teams running infrastructure across multiple cloud providers who want a single view instead of separate consoles.

Watched for 10 days · last checked today

VAGSync AI

Live

A Dubai-based software development agency building custom websites, mobile apps and AI automation for businesses on a project basis — a service, not a self-serve product.

What to know▼

How it works: A Dubai-based software development agency delivering custom software, AI automation, chatbots, and web/mobile apps from business analysis through deployment and ongoing optimization.
Best for: Businesses that want an outside team to build and maintain custom AI or software solutions.

Watched for 13 days · last checked 7d ago

Ansh

Live

A freelance full-stack web developer offering custom React and Next.js application builds.

Domain registered 5 months ago

What to know▼

How it works: Freelance full-stack development specializing in React, Next.js, TypeScript, Node.js, and AWS/Oracle Cloud infrastructure.
Best for: Clients needing custom React/Next.js web applications.

Watched for 8 days · last checked 2d ago

AI Infrastructure Memory

Live

AI Infrastructure Memory remembers a company's entire cloud environment history (configs, incidents, fixes) so DevOps teams can query it in natural language instead of digging through docs and logs.

Domain registered 2 years ago

What to know▼

How it works: Tracks a company's entire cloud environment -- AWS, Kubernetes, Docker, Terraform, Linux, RDS, Redis, deployments, incidents, and fixes -- and lets you ask questions about it in natural language to get context-aware answers.
What's different: Remembers operational history and past incidents/fixes, not just static documentation.
Best for: DevOps teams troubleshooting infrastructure who need past history and solutions rather than digging through docs and logs.

Watched for 10 days · last checked 4d ago

GreenmorMail

Live

Cheap business email hosting bundled with outreach sequences, team chat, video calls, an AI assistant, drive, and calendar, on AWS SES.

No ads

What to know▼

How it works: Business email hosting powered by AWS SES that bundles in outreach sequences, in-thread team chat, video conferencing, an AI assistant, drive storage, and a calendar.
What's different: No ads and no data mining, unlike many free or cheap email providers.
Pricing: $1 per mailbox per month.
Best for: Small teams wanting cheap business email bundled with outreach and collaboration tools instead of paying for separate apps.

Watched for 12 days · last checked 6d ago

CloudSaver AI

Live

Uploads your AWS Cost Explorer CSV and flags wasted spend like idle load balancers and unused IPs, entirely in-browser with no API keys needed.

FreeNo sign-up

What to know▼

How it works: Upload your AWS Cost Explorer CSV and it scans for wasted spend — zombie resources, over-provisioned EC2, idle load balancers, stale EBS snapshots, unused Elastic IPs, and S3 tier mismatches — entirely in the browser.
What's different: No API keys, no signup, and no data leaves your browser during the scan.
Pricing: Free scan now; a Pro tier with auto-scans and alerts is on the roadmap.
Best for: Indie hackers and small SaaS teams paying roughly $200–5000/month to AWS who want to find waste quickly.

Watched for 12 days · last checked 6d ago

Cynative Security Research Agent

Live

Ask your cloud anything without breaking prod. Read-only.

Open source

First seen today · last checked today

SuperPenguin

Live

Tracks and attributes AI usage costs across OpenAI, Anthropic, Gemini, AWS Bedrock and more, so engineering and finance teams can see what's actually driving their AI bill. A cost dashboard, not itself an API product.

Domain registered 3 months ago

What to know▼

How it works: Ingests usage and billing data across an AI stack (OpenAI, Anthropic, Gemini, Deepgram, ElevenLabs, AWS Bedrock and more) and attributes every dollar of spend down to the specific customer, feature, team, model and provider responsible.
What's different: Gives per-request cost attribution instead of a single opaque monthly invoice.
Best for: Engineering and finance teams whose AI bills are scaling faster than their visibility into them.

Watched for 10 days · last checked 4d ago

AIVory Smart Inference

Live

A hosted LLM inference router that's a drop-in replacement for the OpenAI API, automatically sending each request to the cheapest healthy provider. Aimed at developers who want lower inference bills without code changes.

No subscription

What to know▼

How it works: An LLM inference router and GPU marketplace that acts as a drop-in replacement for the OpenAI API, automatically routing each request in real time to the cheapest healthy provider serving the requested model.
What's different: Continuous automated price discovery across providers, rather than a fixed rate you sign up for once.
Pricing: No subscription.
Best for: Developers who want lower LLM inference bills without changing their SDK or code.

Watched for 10 days · last checked 4d ago

Vylara

Live

AI DevOps platform that sets up and runs cloud infrastructure for small software teams without a dedicated DevOps engineer.

What to know▼

How it works: You connect your Git repo and an AI agent reads the codebase to infer what cloud infrastructure the app needs (networking, compute, databases, security, CI/CD), then sets it up and runs it in production on providers like AWS or Azure.
What's different: Unlike deploy platforms such as Vercel, Render, Porter, or Flightcontrol that only provision the infrastructure you specify, Vylara reads your code to figure out what infrastructure you need in the first place.
Best for: Small software teams of roughly 3 to 10 people who don't have a dedicated DevOps engineer.

Watched for 11 days · last checked 5d ago

Korvalis

Live

Grants just-in-time cloud access and actively monitors sessions, killing destructive actions within seconds — a security tool, not a time-saver.

Self-hosted

What to know▼

How it works: Watches your cloud environment and shuts down destructive sessions within seconds, regardless of who's behind them, using just-in-time access with no proxy in the path.
What's different: No proxy architecture and can be live in minutes.
Pricing: Free to start.
Best for: Teams that need active session monitoring alongside just-in-time cloud access.

Watched for 17 days · last checked 11d ago

MindMesh Academy

Live

Master IT and cloud certification exam preparation

First seen today · last checked today

LogStitch

Live

A native Mac app that groups AWS Lambda logs by request ID across functions, for developers tracing executions faster than the AWS console.

What to know▼

How it works: A native Mac app that groups AWS Lambda log lines by request ID into a single coherent invocation trace, even when a request spans multiple functions, instead of manually scrolling through CloudWatch.
What's different: Local-first, aiming to be faster and more organized for tracing executions than the standard AWS console.
Best for: Developers debugging AWS Lambda functions who find CloudWatch's log scrolling slow and disjointed.

Watched for 18 days · last checked 2d ago

Sysonaut

Live

A diagramming tool for cloud and hybrid system architecture across AWS, Azure and GCP, built for architects, consultants and presales engineers making technical proposals — not a general dev tool.

Domain registered 1 month ago

Can export my data

What to know▼

How it works: A diagramming tool for modeling cloud, hybrid and on-premises system architecture with a unified visual language across AWS, Azure and GCP, exporting clean SVGs for PowerPoint and documentation.
What's different: The same diagram can switch instantly between flat 2D and isometric views.
Best for: Architects, consultants, presales engineers and technical illustrators preparing technical proposals.

Watched for 12 days · last checked 6d ago

DBD

Live

A managed infrastructure layer for ML teams that unifies dev and prod deployment across cloud providers so promoting a model doesn't mean a manual migration between GCP and AWS.

What to know▼

How it works: A managed infrastructure layer that unifies dev and prod deployment for ML teams, letting them promote a model by reference instead of manually migrating files between GCP and AWS. Includes zero-setup workspaces (Jupyter, VS Code, RStudio), Drive/OneDrive sync, an audit trail, and auto-stop billing.
What's different: Removes the manual migration step that normally happens when a team's dev environment is on one cloud (GCP) and prod is on another (AWS).
Best for: ML teams running dev and prod on different cloud providers who are tired of manual migrations and CI/CD drift.

Watched for 14 days · last checked 8d ago

Lyzer.ai

Live

AI tool for drafting RFP, RFQ and RFI responses — extracts requirements, pulls from your knowledge base, and exports polished PDFs or Word docs. Built for enterprise bid teams; its 'compliance matrix' means matching the proposal to the RFP, not legal compliance.

Domain registered 9 months ago

Can export my data

What to know▼

How it works: Extracts requirements from RFPs, RFQs and RFIs, builds a compliance matrix, and generates tailored content pulled from your knowledge base and past proposals. You can build reusable content blocks, refine drafts in an editor, and export as PDF or Word.
What's different: Uses your own knowledge base and past proposals to generate on-brand, tailored content rather than generic templates.
Best for: Enterprise bid teams responding to RFPs, RFQs and RFIs who want to speed up drafting.
Watch out: The 'compliance matrix' means matching the proposal to the RFP's requirements, not legal/regulatory compliance.

Watched for 12 days · last checked 2d ago

Dirless

Live

Gives every team member a native Linux login on each server without needing LDAP or FreeIPA, syncing identities from AWS IAM or a central portal.

What to know▼

How it works: Gives every team member a native Linux login on each enrolled server, syncing identities either from AWS IAM Identity Center or through a centralized web portal, without requiring LDAP or FreeIPA.
What's different: Replaces LDAP/FreeIPA identity infrastructure with a lighter, centrally managed sync.
Best for: Teams managing Linux server access across infrastructure who want centralized identity without standing up LDAP.

Watched for 18 days · last checked 2d ago

FindAlternate

Live

Discover and compare software alternatives

FreeOpen source

First seen today · last checked today

Cloud-CCTV

Live

Secure cloud storage for CCTV archiving

First seen today · last checked today

Vamu

Live

A compliance tool that scans cloud infrastructure (AWS, GitHub, Azure, M365) to auto-collect evidence for ISO 27001, SOC 2, and GDPR.

What to know▼

How it works: Continuously scans AWS, GitHub, Azure, and Microsoft 365 to auto-collect evidence and map it to ISO 27001, SOC 2, GDPR, and SAMA CSF, without screenshots or spreadsheets.

Watched for 3 days · last checked 1d ago

Cloud Architect Assistant

Live

Compares 13 cloud providers against your budget/compliance constraints and generates reviewable Terraform code.

What to know▼

How it works: Compares 13 cloud providers (AWS, Azure, GCP, OVHcloud, Scaleway and more) against your budget, compliance, and availability needs, then generates Terraform/OpenTofu with built-in checkov/tfsec review; nothing applies without explicit approval.
Best for: Developers choosing cloud infrastructure and generating reviewable Terraform.
Watch out: Solo-built and still in beta.

Watched for 3 days · last checked 1d ago

Inframan

Live

Self-hosted DevOps automation tool for deploying infrastructure across AWS/GCP/Azure and on-prem servers without a dedicated DevOps team.

Self-hosted

What to know▼

How it works: Self-hosted DevOps automation for deploying and managing infrastructure across GCP, AWS, Azure, and on-premises servers.
Best for: Teams that need cloud infrastructure managed without a dedicated DevOps team.

Watched for 3 days · last checked 2d ago

HygeiaCloud

Live

Resells certified decommissioned enterprise GPUs (A100/H100/H200) at a discount to AWS/GCP pricing.

What to know▼

How it works: Intercepts decommissioned enterprise GPUs (A100/H100/H200) before they're shredded, certifies each unit through a 72-hour burn-in, and redeploys them.
What's different: 40-70% below AWS and GCP pricing, with zero new hardware manufactured.
Best for: Buyers needing serious GPU compute without new-hardware cost.

Watched for 3 days · last checked 2d ago

Infrawise

Live

An open-source local MCP server that gives AI coding assistants like Claude Code, Cursor and Copilot a live map of your AWS setup, database schemas and infrastructure-as-code.

Works offlineOpen source

What to know▼

How it works: An open-source MCP server that gives AI coding assistants like Claude Code, Cursor, and Copilot a live, read-only map of your AWS services, database schemas, and infrastructure-as-code, including exact partition keys, Lambda event shapes, and misconfiguration warnings.
What's different: One command, zero config, runs 100% locally with no data leaving your machine.
Pricing: Open source.
Best for: Developers using AI coding assistants who want those assistants to understand their real AWS infrastructure instead of guessing.
Watch out: Read-only and local-only by design, but it does connect to your live AWS account to build its map.

Watched for 15 days · last checked 9d ago

Pipe Platform

Live

API/SDK for embedding audio, video, and screen recording into your own web app without building the infrastructure.

Domain registered 11 years ago

What to know▼

How it works: Embeddable recording widget plus backend for upload, storage, transcoding, and playback
Best for: Developers who need in-app recording without building media infrastructure

Watched for 6 days · last checked 6d ago

MLCostIntel

Live

Cost Intelligence Platform for AWS AI/ML Workloads

What to know▼

How it works: Delivers end-to-end cost intelligence across AWS SageMaker, Bedrock, EKS, GPU infrastructure, storage and networking, attributing AI spend, flagging optimization opportunities and detecting anomalies.
What's different: Purpose-built for AWS AI/ML workloads, unlike general cloud cost tools that treat AI compute like any other resource.
Best for: Teams running AI/ML workloads on AWS who need to see where their AI spend actually comes from.

Watched for 18 days · last checked 2d ago

Zalanx

Live

Monitors suspicious activity across connected cloud, identity, and payment tools for SaaS teams, with incident review and timeline views.

What to know▼

How it works: Monitors suspicious activity across connected cloud, identity, payments, observability, and edge security tools (e.g. Cloudflare, Clerk, Auth0, Supabase, Stripe, AWS, GCP, Azure, Sentry, Datadog, Okta, Vercel), with Timeline and Graph views and policy-controlled response actions.
Best for: Lean SaaS security teams.

Watched for 8 days · last checked 6d ago

Idctl

Live

A read-only CLI that checks whether your Git, AWS, Kubernetes, and SSH context actually matches before you run a command.

What to know▼

How it works: A read-only CLI that checks whether your Git, AWS, Kubernetes, and SSH contexts actually match before you run a command.
What's different: Catches wrong-account deploys before they happen.
Best for: Developers who want to avoid accidental deploys to the wrong environment.

Watched for 9 days · last checked 7d ago

IntelliMindz

Live

A training institute offering AWS cloud security courses with hands-on projects and certification support.

Domain registered 5 years ago

What to know▼

How it works: Hands-on AWS Cloud Security training with expert trainers and certification support.
Best for: Students and professionals in Gurgaon pursuing cloud security skills.

Watched for 10 days · last checked 7d ago

SecretScout — API Key & Secret Detector

Live

A browser extension that scans pages you visit for exposed API keys and secrets (OpenAI, AWS, Stripe, GitHub, Google) entirely locally. Built for developers and security engineers guarding against credential leaks.

Works offlineData stays with you

What to know▼

How it works: A browser extension that scans pages you visit for exposed API keys and secrets from providers like OpenAI, AWS, Stripe, GitHub, and Google, checking the DOM, scripts, and network responses.
What's different: Scanning happens 100% locally — nothing leaves your browser.
Best for: Developers and security engineers who want to catch accidentally exposed credentials while browsing.

Watched for 13 days · last checked 10d ago

DataAssist-IO

Live

Connects databases and spreadsheets to Claude or ChatGPT over MCP so a team can ask plain-English questions about their data without writing SQL.

What to know▼

How it works: Connects data sources — CSV, Excel, SFTP drops, MySQL, PostgreSQL, MongoDB, AWS DocumentDB, BigQuery, Redshift — to Claude or ChatGPT via MCP, letting a team ask plain-English questions and get answers without writing SQL.
What's different: Setup takes under 2 minutes via MCP and requires no SQL or dashboard knowledge.
Best for: Teams who want to query their existing databases and spreadsheets in plain English through Claude or ChatGPT.

Watched for 14 days · last checked 2d ago

Nextqore AI Data Preprocessor

Live

Combines and cleans scattered enterprise data from apps, cloud storage, field devices, documents, video and email into one AI-ready source, infrastructure for data and IT teams.

What to know▼

How it works: AnySource Data Combiner pulls together data scattered across apps, cloud storage, field devices, documents, video and email into a single validated structured stream; Data Context Builder adds business context, rules and semantic logic to data that is already centralized.
Best for: Organizations preparing enterprise data for AI and analytics, whether their data is fragmented or already structured but lacking context.

Watched for 17 days · last checked 8d ago

Shieldly

Live

AI-Powered AWS Security Analysis for IAM & CloudFormation.

What to know▼

How it works: Uses AI to analyze AWS IAM and CloudFormation configurations for security issues.
Best for: Developers managing AWS infrastructure who want automated security review of IAM and CloudFormation.

Watched for 15 days · last checked 2d ago

Tools that work with AWS — the short answers

Every number here comes from our own daily check — not from a vendor list.

Tools that work with AWS — how many are there?: Tablif is tracking 53 of them. 53 answered our check today.
Which ones are still maintained?: Tablif knocks on every door once a day and records the answer. 53 of these 53 responded on the latest run, so that number is what "still here" means on this page — not a review score.
Are any of them free?: 5 of the live ones say so in their own words, and 2 let you start without making an account. Tablif records the claim the product makes; we don't verify pricing.
Any open-source options?: 4 of the live ones on Tablif mention being open source.
What's the newest one?: MindMesh Academy — Tablif first saw it today.
Did a person actually look at these?: 49 of them Tablif opened and read, then wrote a one-line summary in our own words instead of reusing the founder's tagline. The rest carry keyword labels we haven't confirmed by reading yet — and we say so rather than hiding it.