RRepoGEO

REPOGEO REPORT · LITE

gorse-io/gorse

Default branch master · commit 717caed8 · scanned 5/10/2026, 6:17:21 AM

GitHub: 9,662 stars · 897 forks

AI VISIBILITY SCORE
40 /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
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 gorse-io/gorse, 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 opening paragraph to emphasize 'engine and service'

    Why:

    CURRENT
    Gorse is an AI powered open-source recommender system written in Go. Gorse aims to be a universal open-source recommender system that can be quickly integrated into a wide variety of online services.
    COPY-PASTE FIX
    Gorse is a complete, AI-powered open-source recommender system engine and service written in Go. It provides a universal, production-ready platform for personalized recommendations, easily integrating into online services by automatically training models from your items, users, and interaction data.
  • hightopics#2
    Add specific feature keywords to GitHub topics

    Why:

    CURRENT
    collaborative-filtering, go, knn, machine-learning, recommender-system
    COPY-PASTE FIX
    collaborative-filtering, go, knn, machine-learning, recommender-system, llm, multimodal, rest-api, real-time, recommendation-engine
  • mediumreadme#3
    Add a 'Key Differentiators' section to the README

    Why:

    COPY-PASTE FIX
    ## Key Differentiators

Unlike proprietary managed services or standalone libraries, Gorse offers a complete, open-source, and self-hostable recommender system engine. This provides full control over your data and infrastructure, combined with real-time, AI-powered recommendations, LLM support, multimodal content handling, and robust RESTful APIs.

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 gorse-io/gorse
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
RecBole
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. RecBole · recommended 1×
  2. Surprise · recommended 1×
  3. LightFM · recommended 1×
  4. Spotlight · recommended 1×
  5. TensorFlow Recommenders (TFR) · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source recommendation engine that supports LLM and multimodal content.
    you: not recommended
    AI recommended (in order):
    1. RecBole
    2. Surprise
    3. LightFM
    4. Spotlight
    5. TensorFlow Recommenders (TFR)
    6. LibRec

    AI recommended 6 alternatives but never named gorse-io/gorse. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best AI-powered recommender systems with RESTful APIs for quick integration?
    you: not recommended
    AI recommended (in order):
    1. Algolia Recommend
    2. AWS Personalize
    3. Google Cloud Retail AI (Recommendations AI)
    4. Recombee
    5. Segment
    6. Braze
    7. Iterable
    8. Qubit Aura

    AI recommended 8 alternatives but never named gorse-io/gorse. 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 gorse-io/gorse?
    pass
    AI named gorse-io/gorse explicitly

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

  • If a team adopts gorse-io/gorse in production, what risks or prerequisites should they evaluate first?
    pass
    AI named gorse-io/gorse 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 gorse-io/gorse solve, and who is the primary audience?
    pass
    AI named gorse-io/gorse explicitly

    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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