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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
StackGen logo
StackGen
✓ verifiedPaid

Agentic AI platform ('Aiden') that automates incident response, infrastructure-as-code and observability tasks with policy-based governance.

13K visits/mo
testRigor logo
testRigor
✓ verifiedPaid

AI-based test automation tool that lets QA teams and non-technical staff write and maintain end-to-end tests in plain English.

160K 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
Dagster logo
Dagster
✓ verifiedFreemium

Open-source asset-based data orchestrator, with Dagster+ cloud, for building, observing and delivering reliable data and AI pipelines.

152K visits/mo
Pricing

No public pricing

No public pricing

No public pricing

No public pricing

Solo: $10/mo + $0.040/credit (1 user)
Starter: $100/mo + $0.035/credit (up to 3 users)

Free trial available

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
  • Automated service discovery and dependency topology mapping
  • SLO-based alert triage and prioritization
  • AI-driven root cause analysis with pre-built workflows
  • Human-approved remediation with full audit trails
  • Works alongside existing tools like Datadog, Grafana, New Relic
  • Governance and policy enforcement layer for agent actions
  • Plain-English test authoring and execution
  • Generative AI self-healing to reduce test maintenance
  • Coverage across web, mobile, desktop, API, and mainframe apps
  • Built-in support for email, SMS, phone calls, and 2FA testing
  • Test recorder for faster initial test creation
  • Import of existing manual test cases
  • 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
  • Asset-based pipeline orchestration
  • Built-in lineage and data-quality checks
  • Data catalog with asset metadata
  • Native dbt, Snowflake and Fivetran integrations
  • Branch deployments and hybrid deployment
  • Open-source core plus managed Dagster+ cloud
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
  • SRE teams reducing mean-time-to-resolution during incidents
  • Platform engineers wanting policy-governed AI infrastructure management
  • Enterprises needing SOC 2 / PCI / HIPAA-compliant AI operations
  • Reducing test-maintenance workload for QA teams
  • Letting business analysts write automated tests without coding
  • Running cross-browser and cross-platform tests in one suite
  • Automating regression testing for CRM and ERP systems
  • Prototyping apps from a prompt or mockup
  • Building full-stack apps in the browser
  • Collaborating and sharing preview URLs
  • Deploying and monitoring apps quickly
  • Orchestrate ETL/ELT and dbt pipelines
  • Monitor data health and lineage
  • Build AI/ML data pipelines
  • Run reliable, observable data platforms
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