RRepoGEO

REPOGEO REPORT · LITE

tjmlabs/ColiVara

Default branch main · commit 20a8bcd5 · scanned 5/11/2026, 3:28:01 PM

GitHub: 1,478 stars · 120 forks

AI VISIBILITY SCORE
35 /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
3 / 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 tjmlabs/ColiVara, 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
    Add an explicit introductory paragraph to the README clarifying visual document retrieval

    Why:

    CURRENT
    The README currently jumps directly from the H1 to quickstart instructions without an introductory paragraph.
    COPY-PASTE FIX
    # ColiVara: State-of-the-Art Visual Document Retrieval & Search

ColiVara is a powerful suite of services designed for storing, searching, and retrieving documents based on their visual embeddings. It achieves state-of-the-art retrieval performance on both text and visual documents by leveraging advanced vision models, eliminating the need for traditional OCR, text extraction, or problematic chunking methods. This ensures accurate retrieval without issues like broken tables or missing images.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    visual-search, document-retrieval, visual-embeddings, vector-search, multimodal-ai, document-ai, information-retrieval, ai-api, document-processing
  • mediumlicense#3
    Clarify the existing license(s) in the README

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ## License

This project is licensed under [describe the actual license(s) present in the LICENSE file, e.g., "a custom license combining elements of X and Y"]. Please refer to 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 tjmlabs/ColiVara
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Faiss
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Faiss · recommended 2×
  2. Weaviate · recommended 2×
  3. Pinecone · recommended 2×
  4. Google Cloud Vision AI · recommended 1×
  5. Amazon Rekognition · recommended 1×
  • CATEGORY QUERY
    How to search documents by visual content without relying on OCR or text extraction?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Vision AI
    2. Amazon Rekognition
    3. Microsoft Azure Computer Vision
    4. OpenCV
    5. Faiss
    6. Weaviate
    7. Pinecone

    AI recommended 7 alternatives but never named tjmlabs/ColiVara. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good solution for document retrieval using visual embeddings for complex file types?
    you: not recommended
    AI recommended (in order):
    1. Weaviate
    2. Pinecone
    3. Elasticsearch
    4. Faiss
    5. Hugging Face Transformers
    6. Annoy
    7. NMSLIB
    8. Google Cloud Document AI Workbench

    AI recommended 8 alternatives but never named tjmlabs/ColiVara. 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 tjmlabs/ColiVara?
    pass
    AI named tjmlabs/ColiVara explicitly

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

  • If a team adopts tjmlabs/ColiVara in production, what risks or prerequisites should they evaluate first?
    pass
    AI named tjmlabs/ColiVara 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 tjmlabs/ColiVara solve, and who is the primary audience?
    pass
    AI named tjmlabs/ColiVara 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 tjmlabs/ColiVara. 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/tjmlabs/ColiVara.svg)](https://repogeo.com/en/r/tjmlabs/ColiVara)
HTML
<a href="https://repogeo.com/en/r/tjmlabs/ColiVara"><img src="https://repogeo.com/badge/tjmlabs/ColiVara.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

tjmlabs/ColiVara — 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