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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.

AdminForth logo
AdminForth
✓ verifiedFree

Open-source, agent-first admin-panel framework for Vue3/Node.js with auth, plugins and AI features to build back-office panels fast.

2.1K visits/mo
Firebase Studio logo
Firebase Studio
✓ verifiedFree

Browser-based AI dev workspace by Google for full-stack apps; being sunset on 22 Mar 2027, no new workspaces.

531K visits/mo
Pipedream logo
Pipedream
✓ verifiedFreemium

Low-code integration platform for connecting thousands of APIs into workflows and AI agents, including an MCP tool server.

498K visits/mo
CloudKeeper Tuner logo
CloudKeeper Tuner
✓ verifiedPaid

Automated AWS usage optimization platform giving engineers 150+ recommendations across 50+ services, averaging ~10% savings.

43K visits/mo
Miniapps.ai logo
Miniapps.ai
✓ verifiedFreemium

Marketplace and no-code builder for AI mini-apps and chatbots, with one-place access to many models and embeds.

2.3M visits/mo
Pricing

No public pricing

No public pricing

No public pricing

CloudKeeper Tuner: 2% of monthly AWS bill (1% for CloudKeeper AZ/EDP+ customers)

Free trial available

Free: $0 (100 credits/day, basic models)
Standard: $9.99/mo (8,000 credits, all models)
Pro: $39/mo (35,000 credits, API and embeds)
Core features
  • CRUD admin panel from a database URL
  • Vue3 components and Tailwind theming with dark mode
  • Auth plugins: OAuth2/SSO, TOTP/WebAuthn 2FA
  • Audit log, S3 upload and CSV import/export plugins
  • AI plugins for autocomplete, translation and bulk data
  • Custom pages, dashboards and background jobs
  • Cloud workspaces for full-stack development
  • App Prototyping agent from natural language
  • Gemini AI for coding, debugging and docs
  • Repo import from GitHub, GitLab and Bitbucket
  • Web previews and Android emulators
  • Deploy to Firebase App Hosting, Hosting or Cloud Run
  • Visual and code-based workflow builder
  • Prebuilt AI agent builder and deployment
  • Managed authentication across thousands of apps
  • MCP server exposing integrations as agent tools
  • Scheduled and event-triggered workflows
  • Connect SDK for embedding integrations into other products
  • 150+ recommendations across 50+ AWS services
  • Zombie and unused resource cleanup
  • Over-provisioned rightsizing
  • Idle-resource scheduler
  • SpotBot for ECS Fargate spot/on-demand switching
  • AWS console extension with Slack/Teams alerts
  • Access to many AI models in one place
  • Create no-code AI mini-apps and chatbots
  • Community app/game marketplace
  • Embed apps on websites
  • Image, audio and video generation apps
Use cases
  • Developers building internal back-office tools
  • Adding an admin panel to an existing database
  • Creating AI/agent-assisted back-office workflows
  • Self-hosting a customizable admin UI
  • Prototyping apps from a prompt or mockup
  • Building full-stack apps in the browser
  • Collaborating and sharing preview URLs
  • Deploying and monitoring apps quickly
  • Building AI agents that call external APIs and tools
  • Automating cross-app workflows such as Slack, Gmail, or Sheets notifications
  • Embedding third-party integrations into a SaaS product
  • Prototyping event-driven automations without heavy infrastructure
  • Cutting AWS spend automatically
  • Rightsizing over-provisioned resources
  • Scheduling idle resources off-hours
  • Giving DevOps in-console cost recommendations
  • Building custom AI chatbots
  • Discovering community AI apps
  • Embedding AI apps on a site
  • Generating images, music and text
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