RRepoGEO

REPOGEO REPORT · LITE

codeproject/CodeProject.AI-Server

Default branch main · commit e3468c83 · scanned 6/3/2026, 4:21:50 AM

GitHub: 969 stars · 224 forks

AI VISIBILITY SCORE
33 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 codeproject/CodeProject.AI-Server, 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
  • highreadme#1
    Reposition the README's first descriptive sentence to emphasize 'AI Inference Server'

    Why:

    CURRENT
    A standalone, self-hosted, fast, free and Open Source Artificial Intelligence microserver for any platform, any language.
    COPY-PASTE FIX
    CodeProject.AI Server is a standalone, self-hosted, and open-source **AI inference server** that provides a unified API for common AI tasks like object detection and face recognition, enabling easy integration into any application without cloud dependencies.
  • mediumtopics#2
    Add specific topics for 'AI server' and 'local inference'

    Why:

    CURRENT
    artificial-intelligence, generative-ai, mlops, object-detection, onnx, python, pytorch
    COPY-PASTE FIX
    artificial-intelligence, generative-ai, mlops, object-detection, onnx, python, pytorch, ai-server, local-ai, edge-ai, api-server, computer-vision
  • lowlicense#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Insert specific license name(s) here, e.g., a custom CodeProject license and Apache 2.0 for certain components]. Please see the [LICENSE](LICENSE) file for full details.

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 codeproject/CodeProject.AI-Server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/onnxruntime
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/onnxruntime · recommended 1×
  2. tensorflow/tensorflow · recommended 1×
  3. pytorch/pytorch · recommended 1×
  4. openvinotoolkit/openvino · recommended 1×
  5. Core ML · recommended 1×
  • CATEGORY QUERY
    How can I add AI capabilities to my application without cloud dependencies?
    you: not recommended
    AI recommended (in order):
    1. ONNX Runtime (microsoft/onnxruntime)
    2. TensorFlow Lite (tensorflow/tensorflow)
    3. PyTorch Mobile (pytorch/pytorch)
    4. OpenVINO Toolkit (openvinotoolkit/openvino)
    5. Core ML
    6. ML.NET (dotnet/machinelearning)
    7. GGML/llama.cpp (ggerganov/llama.cpp)

    AI recommended 7 alternatives but never named codeproject/CodeProject.AI-Server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open source server provides local object detection for desktop applications?
    you: not recommended
    AI recommended (in order):
    1. OpenCV
    2. TensorFlow Lite
    3. ONNX Runtime
    4. PyTorch
    5. TorchServe
    6. DeepStream SDK

    AI recommended 6 alternatives but never named codeproject/CodeProject.AI-Server. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    pass

  • 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 codeproject/CodeProject.AI-Server?
    pass
    AI named codeproject/CodeProject.AI-Server explicitly

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

  • If a team adopts codeproject/CodeProject.AI-Server in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name codeproject/CodeProject.AI-Server — 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?

  • In one sentence, what problem does the repo codeproject/CodeProject.AI-Server solve, and who is the primary audience?
    pass
    AI named codeproject/CodeProject.AI-Server explicitly

    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 codeproject/CodeProject.AI-Server. 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/codeproject/CodeProject.AI-Server.svg)](https://repogeo.com/en/r/codeproject/CodeProject.AI-Server)
HTML
<a href="https://repogeo.com/en/r/codeproject/CodeProject.AI-Server"><img src="https://repogeo.com/badge/codeproject/CodeProject.AI-Server.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

codeproject/CodeProject.AI-Server — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite