RRepoGEO

REPOGEO REPORT · LITE

higress-group/higress

Default branch main · commit ba774da5 · scanned 5/16/2026, 4:16:41 AM

GitHub: 8,391 stars · 1,111 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 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
  • highreadme#1
    Strengthen the 'What is Higress?' section to highlight AI model inference and Wasm extensibility

    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 the **AI-native API Gateway** built on Istio and Envoy, specifically designed for **managing and routing AI model inference requests** across all mainstream model providers. It offers unparalleled flexibility through **WebAssembly (Wasm) plugins** (Go/Rust/JS) for custom logic and advanced extensions, alongside dozens of ready-to-use general-purpose plugins and an out-of-the-box console.
  • mediumreadme#2
    Add a 'Key Features' or 'Why Choose Higress?' section to explicitly list differentiators

    Why:

    COPY-PASTE FIX
    ## Key Features
    *   **AI Model Inference Routing:** Seamlessly manage and route requests to diverse AI model providers, supporting both domestic and international services.
    *   **Wasm Plugin Extensibility:** Extend gateway logic with custom plugins written in Go, Rust, or JavaScript, enabling advanced traffic management and security policies.
    *   **Cloud-Native & Envoy-Based:** Leverage the power of Istio and Envoy for robust, scalable, and high-performance API gateway operations.
    *   **MCP Server Hosting:** Facilitate AI Agent interactions by hosting Model Context Protocol (MCP) Servers via plugins, easily converting OpenAPI specs.
  • mediumabout#3
    Refine the 'About' description to include Wasm extensibility

    Why:

    CURRENT
    🤖 AI Gateway | AI Native API Gateway
    COPY-PASTE FIX
    🤖 AI Gateway for Model Inference | AI Native API Gateway with Wasm Plugins

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
triton-inference-server/server
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. triton-inference-server/server · recommended 1×
  2. Kong/kong · recommended 1×
  3. Apigee · recommended 1×
  4. AWS API Gateway · recommended 1×
  5. Azure API Management · recommended 1×
  • CATEGORY QUERY
    What are the best API gateways for managing and routing AI model inference requests?
    you: not recommended
    AI recommended (in order):
    1. NVIDIA Triton Inference Server (triton-inference-server/server)
    2. Kong Gateway (Kong/kong)
    3. Apigee
    4. AWS API Gateway
    5. Azure API Management
    6. Ambassador Edge Stack (datawire/ambassador)
    7. Gloo Edge (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
    Need a cloud-native API gateway with Wasm plugin support for custom logic.
    you: not recommended
    AI recommended (in order):
    1. Envoy Proxy
    2. Envoy Gateway
    3. Gloo Edge
    4. Kong Gateway
    5. Apache APISIX
    6. Traefik Proxy

    AI recommended 6 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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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite