RRepoGEO

REPOGEO REPORT · LITE

microsoft/aspire-samples

Default branch main · commit 153dc27d · scanned 5/25/2026, 9:57:13 AM

GitHub: 1,177 stars · 336 forks

AI VISIBILITY SCORE
17 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 fail
Objective metadata checks
AI knows your name
1 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface microsoft/aspire-samples, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise About description

    Why:

    COPY-PASTE FIX
    A comprehensive collection of runnable example applications demonstrating how to build resilient, observable, cloud-native .NET applications using Microsoft Aspire.
  • hightopics#2
    Add specific topics for better categorization

    Why:

    COPY-PASTE FIX
    dotnet, aspire, samples, microservices, cloud-native, distributed-applications, csharp, javascript, python
  • highreadme#3
    Clarify the README's opening sentence

    Why:

    CURRENT
    Samples for Aspire. Aspire is a developer-first toolset that streamlines integrating front-ends, APIs, containers, and databases with your apps. Learn more about Aspire here.
    COPY-PASTE FIX
    This repository provides a comprehensive collection of runnable example applications demonstrating how to build resilient, observable, cloud-native .NET applications using Microsoft Aspire. Aspire is a developer-first toolset that streamlines integrating front-ends, APIs, containers, and databases with your apps. Learn more about Aspire here.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface microsoft/aspire-samples
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
docker/compose
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. docker/compose · recommended 1×
  2. kubernetes/kubernetes · recommended 1×
  3. kubernetes/minikube · recommended 1×
  4. kubernetes-sigs/kind · recommended 1×
  5. k3s-io/k3s · recommended 1×
  • CATEGORY QUERY
    How to simplify local development and integration of microservices and their dependencies?
    you: not recommended
    AI recommended (in order):
    1. Docker Compose (docker/compose)
    2. Kubernetes (kubernetes/kubernetes)
    3. Minikube (kubernetes/minikube)
    4. Kind (kubernetes-sigs/kind)
    5. K3s (k3s-io/k3s)
    6. Skaffold (GoogleContainerTools/skaffold)
    7. Testcontainers (testcontainers/testcontainers-java)
    8. Telepresence (telepresenceio/telepresence)
    9. Okteto (okteto/okteto)
    10. Insomnia (Kong/insomnia)
    11. Postman

    AI recommended 11 alternatives but never named microsoft/aspire-samples. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help orchestrate full-stack JavaScript applications with multiple backend services?
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Docker Compose
    3. AWS ECS
    4. Google Cloud Run
    5. Vercel
    6. Netlify
    7. PM2

    AI recommended 7 alternatives but never named microsoft/aspire-samples. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of microsoft/aspire-samples?
    pass
    AI did not name microsoft/aspire-samples — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts microsoft/aspire-samples in production, what risks or prerequisites should they evaluate first?
    pass
    AI named microsoft/aspire-samples explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo microsoft/aspire-samples solve, and who is the primary audience?
    pass
    AI did not name microsoft/aspire-samples — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of microsoft/aspire-samples. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/microsoft/aspire-samples.svg)](https://repogeo.com/en/r/microsoft/aspire-samples)
HTML
<a href="https://repogeo.com/en/r/microsoft/aspire-samples"><img src="https://repogeo.com/badge/microsoft/aspire-samples.svg" alt="RepoGEO" /></a>
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microsoft/aspire-samples — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite