RRepoGEO

REPOGEO REPORT · LITE

alibaba/loongsuite-go-agent

Default branch main · commit 01fcc67b · scanned 6/8/2026, 7:17:04 AM

GitHub: 865 stars · 112 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 alibaba/loongsuite-go-agent, 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 README's opening statement to emphasize no-code, automatic instrumentation

    Why:

    CURRENT
    Loongsuite Go Agent provides an automatic solution for Golang applications that want to leverage OpenTelemetry to enable effective observability. No code changes are required in the target application, the instrumentation is done at compile time. Simply adding `otel` prefix to `go build` to get started :rocket:
    COPY-PASTE FIX
    Loongsuite Go Agent offers **automatic, no-code OpenTelemetry instrumentation for Golang applications**, enabling effective observability without modifying your source code. It achieves this through compile-time instrumentation, making it simple to get started by just adding `otel` prefix to `go build`.
  • mediumreadme#2
    Add a 'Key Features' section to the README

    Why:

    COPY-PASTE FIX
    ## Key Features
    
    *   **Zero Code Changes:** Instrument your Go applications for OpenTelemetry without modifying a single line of source code.
    *   **Compile-Time Instrumentation:** Seamlessly integrate observability during the build process, ensuring minimal runtime overhead.
    *   **OpenTelemetry Native:** Leverage the power of OpenTelemetry standards for metrics, traces, and logs.
    *   **Automatic Tracing & Metrics:** Gain immediate insights into your application's performance and behavior.
  • lowtopics#3
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    apm, go, instrumentation, metrics, observability, opentelemetry, tracing
    COPY-PASTE FIX
    apm, go, instrumentation, metrics, observability, opentelemetry, tracing, automatic-instrumentation, no-code, compile-time-instrumentation, go-observability

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 alibaba/loongsuite-go-agent
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Go-Otel-Agent
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Go-Otel-Agent · recommended 1×
  2. Pixie · recommended 1×
  3. Datadog's eBPF Agent · recommended 1×
  4. Istio · recommended 1×
  5. Linkerd · recommended 1×
  • CATEGORY QUERY
    How can I add OpenTelemetry tracing to my Go application without modifying source code?
    you: not recommended
    AI recommended (in order):
    1. Go-Otel-Agent
    2. Pixie
    3. Datadog's eBPF Agent
    4. Istio
    5. Linkerd
    6. Envoy Proxy
    7. NGINX
    8. HAProxy
    9. AWS X-Ray
    10. Google Cloud Trace
    11. Datadog Agent

    AI recommended 11 alternatives but never named alibaba/loongsuite-go-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best tools for automatic OpenTelemetry instrumentation in Go applications?
    you: not recommended
    AI recommended (in order):
    1. OpenTelemetry Go Instrumentation Libraries
    2. OpenTelemetry Go SDK
    3. Go-Agent (Elastic APM)
    4. Dynatrace OneAgent
    5. New Relic Go Agent
    6. Datadog APM Go Tracer

    AI recommended 6 alternatives but never named alibaba/loongsuite-go-agent. 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 alibaba/loongsuite-go-agent?
    pass
    AI named alibaba/loongsuite-go-agent explicitly

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

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