RRepoGEO

REPOGEO REPORT · LITE

higress-group/himarket

Default branch main · commit acceb32f · scanned 7/1/2026, 7:41:50 PM

GitHub: 1,216 stars · 158 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
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 higress-group/himarket, 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 specific topics for AI capability marketplace

    Why:

    COPY-PASTE FIX
    ai-marketplace, llm-ops, agent-apis, model-management, enterprise-ai, developer-ecosystem, higress-gateway
  • highreadme#2
    Reposition README's "What is HiMarket?" opening

    Why:

    CURRENT
    HiMarket is an enterprise-grade AI open platform built on Higress AI Gateway, helping enterprises build private AI capability marketplace to uniformly manage and distribute AI resources such as LLM, MCP Server, Agent, and Agent Skill.
    COPY-PASTE FIX
    HiMarket is an enterprise-level AI Capability Marketplace and Developer Ecosystem Hub. It is a comprehensive platform for enterprises to package, publish, manage, and operate core AI assets like Model APIs, MCP Servers, and Agent APIs, built on Higress AI Gateway.
  • mediumhomepage#3
    Add the project's official website to the homepage field

    Why:

    COPY-PASTE FIX
    [the project's official website URL]

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 higress-group/himarket
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MLflow
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MLflow · recommended 1×
  2. BentoML · recommended 1×
  3. OpenAPI (Swagger) · recommended 1×
  4. Flask · recommended 1×
  5. FastAPI · recommended 1×
  • CATEGORY QUERY
    How to manage and distribute internal AI models and agent skills as standardized APIs?
    you: not recommended
    AI recommended (in order):
    1. MLflow
    2. BentoML
    3. OpenAPI (Swagger)
    4. Flask
    5. FastAPI
    6. AWS API Gateway
    7. Azure API Management
    8. Google Cloud Apigee
    9. Kubernetes
    10. KServe (formerly KFServing)
    11. Kubeflow
    12. Hugging Face Inference Endpoints
    13. Cortex Labs

    AI recommended 13 alternatives but never named higress-group/himarket. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What platform helps create an enterprise marketplace for AI models and LLM APIs?
    you: not recommended
    AI recommended (in order):
    1. AWS Marketplace for Machine Learning

    AI recommended 1 alternative but never named higress-group/himarket. 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 higress-group/himarket?
    pass
    AI named higress-group/himarket explicitly

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

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

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

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higress-group/himarket — 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