RRepoGEO

REPOGEO REPORT · LITE

stephengpope/no-code-architects-toolkit

Default branch main · commit d9bb5679 · scanned 5/21/2026, 4:03:16 PM

GitHub: 2,291 stars · 984 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 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 stephengpope/no-code-architects-toolkit, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    media-processing, api, python, flask, video-editing, image-transformation, cloud-storage, no-code, free-api, subscription-killer
  • highreadme#2
    Clarify the README's opening sentence to emphasize executable API

    Why:

    CURRENT
    # No-Code Architects Toolkit API 

Tired of wasting thousands of dollars on API subscriptions to support all your automations? What if there was a free alternative?

The 100% FREE No-Code Architects Toolkit API processes different types of media. It is built in Python using Flask.
    COPY-PASTE FIX
    # No-Code Architects Toolkit API 

Tired of wasting thousands of dollars on API subscriptions to support all your automations? What if there was a free alternative?

The **No-Code Architects Toolkit API** is a 100% FREE, self-hostable Python Flask API that processes different types of media, eliminating costly monthly subscription fees.
  • mediumreadme#3
    Strengthen the value proposition around cost savings in the README

    Why:

    CURRENT
    Easily replace services like ChatGPT Whisper, Cloud Convert, Createomate, JSON2Video, PDF(dot)co, Placid and OCodeKit.
    COPY-PASTE FIX
    Easily replace expensive subscription services like ChatGPT Whisper, Cloud Convert, Createomate, JSON2Video, PDF(dot)co, Placid and OCodeKit with this single, free API, drastically cutting your monthly costs.

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 stephengpope/no-code-architects-toolkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Cloudinary
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Cloudinary · recommended 2×
  2. FFmpeg/FFmpeg · recommended 2×
  3. AWS Elemental Media Services · recommended 1×
  4. Google Cloud Media CDN · recommended 1×
  5. Google Cloud's Video Intelligence API · recommended 1×
  • CATEGORY QUERY
    How to consolidate multiple media processing APIs to reduce subscription costs?
    you: not recommended
    AI recommended (in order):
    1. Cloudinary
    2. AWS Elemental Media Services
    3. Google Cloud Media CDN
    4. Google Cloud's Video Intelligence API
    5. Transcoder API
    6. Azure Media Services
    7. Mux
    8. Mux Video
    9. Mux Data
    10. Imgix
    11. FFmpeg (FFmpeg/FFmpeg)

    AI recommended 11 alternatives but never named stephengpope/no-code-architects-toolkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python-based solution for advanced video captioning, image transformation, and cloud storage?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Platform (GCP)
    2. MediaPipe (google/mediapipe)
    3. OpenCV (opencv/opencv)
    4. Google Cloud Storage
    5. Google Cloud Video AI
    6. Google Cloud Speech-to-Text
    7. TensorFlow (tensorflow/tensorflow)
    8. PyTorch (pytorch/pytorch)
    9. AWS (Amazon Web Services)
    10. Amazon Rekognition Video
    11. Amazon Transcribe
    12. Amazon S3 (Simple Storage Service)
    13. AWS Lambda
    14. Boto3 (boto/boto3)
    15. Microsoft Azure
    16. Azure Video Analyzer
    17. Azure Cognitive Services for Vision
    18. Azure Cognitive Services for Speech
    19. Azure Blob Storage
    20. Azure Functions
    21. FFmpeg (FFmpeg/FFmpeg)
    22. Mozilla DeepSpeech (mozilla/DeepSpeech)
    23. Whisper (openai/whisper)
    24. MinIO (minio/minio)
    25. Ceph (ceph/ceph)
    26. Pillow (PIL Fork) (python-pillow/Pillow)
    27. Cloudinary

    AI recommended 27 alternatives but never named stephengpope/no-code-architects-toolkit. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 stephengpope/no-code-architects-toolkit?
    pass
    AI did not name stephengpope/no-code-architects-toolkit — 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 stephengpope/no-code-architects-toolkit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named stephengpope/no-code-architects-toolkit 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 stephengpope/no-code-architects-toolkit solve, and who is the primary audience?
    pass
    AI did not name stephengpope/no-code-architects-toolkit — 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

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