RRepoGEO

REPOGEO REPORT · LITE

higress-group/higress

Default branch main · commit 6c98ea74 · scanned 6/26/2026, 11:36:25 PM

GitHub: 8,729 stars · 1,161 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)

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

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 higress-group/higress, 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
  • highabout#1
    Update repository description to include Wasm extensibility

    Why:

    CURRENT
    🤖 AI Gateway | AI Native API Gateway
    COPY-PASTE FIX
    🤖 AI Native API Gateway | Wasm Extensibility for AI Microservices
  • mediumtopics#2
    Add 'wasm' and 'webassembly' topics

    Why:

    CURRENT
    ai-gateway, ai-native, api-gateway, cloud-native, envoy
    COPY-PASTE FIX
    ai-gateway, ai-native, api-gateway, cloud-native, envoy, wasm, webassembly
  • lowreadme#3
    Strengthen README's opening paragraph to highlight AI + Wasm synergy

    Why:

    CURRENT
    Higress is a cloud-native API gateway based on Istio and Envoy, which can be extended with Wasm plugins written in Go/Rust/JS. It provides dozens of ready-to-use general-purpose plugins and an out-of-the-box console (try the demo here).
    COPY-PASTE FIX
    Higress is a cloud-native API gateway based on Istio and Envoy, specifically designed for **AI microservices** and general traffic management. It offers powerful **Wasm extensibility**, allowing custom logic in Go/Rust/JS to enhance AI agent capabilities and API governance.

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/higress
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apigee
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Apigee · recommended 2×
  2. Kong/kong · recommended 1×
  3. envoyproxy/envoy · recommended 1×
  4. AWS API Gateway · recommended 1×
  5. TykTechnologies/tyk · recommended 1×
  • CATEGORY QUERY
    What API gateway solution offers robust traffic management for AI microservices?
    you: not recommended
    AI recommended (in order):
    1. Kong Gateway (Kong/kong)
    2. Envoy Proxy (envoyproxy/envoy)
    3. Apigee
    4. AWS API Gateway
    5. Tyk API Gateway (TykTechnologies/tyk)
    6. Azure API Management
    7. Gloo Gateway (solo-io/gloo)

    AI recommended 7 alternatives but never named higress-group/higress. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a cloud-native API gateway with Wasm extensibility for custom logic.
    you: not recommended
    AI recommended (in order):
    1. Envoy Proxy
    2. Gloo Edge
    3. Kong Gateway
    4. Apigee
    5. Ambassador Edge Stack

    AI recommended 5 alternatives but never named higress-group/higress. 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 higress-group/higress?
    pass
    AI named higress-group/higress 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/higress in production, what risks or prerequisites should they evaluate first?
    pass
    AI named higress-group/higress 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/higress solve, and who is the primary audience?
    pass
    AI named higress-group/higress explicitly

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

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