AI Visibility Scorecard
fullstackhero.net · Technology
At 3.20/10, fullstackhero - Free .NET 10 Starter Kit with React UI is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are News Mentions, Community and Reddit. That is fixable, and the signals below show where to start.
AI engines read this profile 15 times
ChatGPT · Meta AI · Claude · Apple Intelligence
Top 25% in Technology for AI visibility
44
AI Naming Predictability
iRarely named · 44/100
Technology average 28
Top 20% of Technology
See what's behind this score →3.20
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →80
Muse Index Score
iAI agent readiness
Transactable · 80/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
fullstackhero - Free .NET 10 Starter Kit with React UI is a business whose own site puts it this way: "Free, MIT-licensed.NET 10 starter kit with a React admin + dashboard. Modular monolith, vertical slice, multitenant, with ten ready-to-ship modules." When AI engines look at it, they find little to work with. It scores 3.20 out of 10.
Our crawl found structured data on the page (Organization, WebSite, SoftwareApplication), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
AI crawlers have read this profile 15 times in our tracking, including GPTBot (ChatGPT), Meta AI and ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.20/10, fullstackhero - Free .NET 10 Starter Kit with React UI is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is fullstackhero really 100% free?
Yes. The whole repository is MIT-licensed end-to-end — backend, both React apps, all ten modules, all deployment templates. There is no paid tier, no premium module, no commercial license, and no telemetry phoning home. Use it for a hobby project or for a venture-backed company; the licence is the same.
How production-ready is it?
The kit is at 10.0.0-rc.1 with around 1,500 [Fact]/[Theory] backend tests across unit, integration and architecture suites — the integration suite runs against a real PostgreSQL in Docker via Testcontainers — plus 200+ Playwright end-to-end tests across both React apps, all passing on every build. It uses only first-party Microsoft and best-in-class OSS libraries (EF Core 10, Hangfire 1.8, Finbuckle 10, Mediator 3, FluentValidation 12, OpenTelemetry 1.15) — no bespoke runtime framework you'd be locked into. v10 ships when the remaining release-candidate items are closed.
Do I have to use all ten modules?
No. Each module is its own project and registers itself through the IModule contract. Delete the ones you don't need from the moduleAssemblies array in Program.cs and remove the project from the solution — the rest of the kit keeps working. Cross-module communication only happens through *.Contracts assemblies, so removing a module never breaks another.
Can I use it to build a multi-tenant SaaS?
Yes — multitenancy is the default, not an add-on. Tenant isolation is enforced on every entity through an EF Core global query filter; entities opt in by inheriting BaseEntity or marking IHasTenant. System-wide rows (plans, impersonation grants, outbox messages) opt out by implementing IGlobalEntity. Caching, background jobs, and the outbox pattern are all tenant-aware.
How do I deploy it?
Two paths. For development, .NET Aspire orchestrates everything with a single dotnet run command. For production, deploy/docker/docker-compose.yml ships a complete stack (PostgreSQL, Valkey, MinIO, API, Admin, Dashboard, DbMigrator) you can stand up on a single host. Each service is also a normal Docker image you can ship to Kubernetes, Azure App Service, AWS ECS, or anywhere else.
How do I receive updates after I clone it?
fullstackhero is a copy-and-own starter, not a runtime dependency. You take the snapshot you cloned and evolve it however you want. Pull individual fixes from upstream when you want to; cherry-pick patches; or freeze your fork and never look back. There is no upstream package you have to keep upgrading.
How does it scale as my product grows?
It scales the way a modular monolith scales. Each module is a separate project with its own DbContext and HTTP boundary, talking to the rest only through its Contracts assembly. When a module hits a true horizontal-scaling need, you extract it into its own service without rewriting the consumers — the contract is already the contract. Until then you ship one process, one deploy, one set of logs, which is faster for most teams than running ten services from day one.
Can I deploy it to Azure, AWS, or Kubernetes?
Yes. The API, DbMigrator, admin and dashboard apps each ship as a normal Docker image — they don't depend on any orchestrator. deploy/docker/docker-compose.yml runs everything on a single VM; the same images run on Azure App Service, AWS ECS / App Runner, Google Cloud Run, or any Kubernetes cluster. PostgreSQL, Valkey, and MinIO are off-the-shelf — swap them for managed services (Azure Postgres, AWS ElastiCache, S3) when you're ready.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for fullstackhero - Free .NET 10 Starter Kit with React UI.
Scored by Engagemii on November 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fullstackhero-net
Cite this score: Engagemii (2026). "AEO Score for fullstackhero - Free .NET 10 Starter Kit with React UI." Retrieved from https://engagemii.com/aeo/brands/fullstackhero-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform