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AI Visibility Scorecard
fullstackhero.net · Technology
Somewhat visible. AI bots can read fullstackhero - Free .NET 10 Starter Kit with React UI, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
ChatGPT · Claude
#127,694 of 2,808,083 in Technology for AI visibility
6.4
/10
AEO Score
from our crawl and measurement
fullstackhero 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." Its AI visibility score is 6.4 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on structured data describing the business, a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on a partly stated business identity and a few credibility markers.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic). The site links to no social profiles, so there is nothing tying the brand to a wider presence.
Higher is better · 0-10
Structured Data
8
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
8
Inbound links from other sites.
Domain Trust
4
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions found yet.
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 6.4/10, fullstackhero - Free .NET 10 Starter Kit with React UI has a working base to build on - 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.
Is this your brand?
The exact fixes for fullstackhero - Free .NET 10 Starter Kit with React UI
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Scored by Engagemii on August 1, 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
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