RRepoGEO

REPOGEO REPORT · LITE

alibaba/loongsuite-go

Default branch main · commit d54ef7c9 · scanned 6/15/2026, 6:42:29 AM

GitHub: 868 stars · 115 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, 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
    Add a clear H1 title to the README

    Why:

    CURRENT
    The README currently starts with bold text, not an H1.
    COPY-PASTE FIX
    Add "# Loongsuite Go Agent: Compile-Time OpenTelemetry Instrumentation for Golang" as the very first line of the README.
  • mediumreadme#2
    Add a "Comparison to Alternatives" section

    Why:

    COPY-PASTE FIX
    Add a new section titled "## Comparison to Alternatives" that highlights how Loongsuite Go Agent differs from manual OpenTelemetry SDKs, eBPF-based tools, and other APM solutions by offering compile-time, zero-code-change instrumentation.
  • lowtopics#3
    Add more specific Go-related topics

    Why:

    CURRENT
    apm, go, instrumentation, metrics, observability, opentelemetry, tracing
    COPY-PASTE FIX
    apm, go, golang, instrumentation, go-instrumentation, metrics, observability, go-observability, opentelemetry, tracing

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
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenTelemetry Go Contrib Instrumentation Libraries
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenTelemetry Go Contrib Instrumentation Libraries · recommended 1×
  2. OpenTelemetry Collector · recommended 1×
  3. Pixie · recommended 1×
  4. Datadog APM · recommended 1×
  5. Istio · recommended 1×
  • CATEGORY QUERY
    How to automatically instrument Go applications for OpenTelemetry tracing and metrics without code changes?
    you: not recommended
    AI recommended (in order):
    1. OpenTelemetry Go Contrib Instrumentation Libraries
    2. OpenTelemetry Collector
    3. Pixie
    4. Datadog APM
    5. Istio
    6. Linkerd
    7. New Relic Go Agent
    8. Datadog Go Tracer

    AI recommended 8 alternatives but never named alibaba/loongsuite-go. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are compile-time solutions for adding observability to existing Golang services?
    you: not recommended
    AI recommended (in order):
    1. OpenTelemetry Go SDK
    2. otelgen (opentelemetry-go-contrib/instrumentation/otelgen)
    3. go/ast
    4. go/parser
    5. gopatch
    6. go-aop
    7. go generate
    8. go-bindata
    9. embed

    AI recommended 9 alternatives but never named alibaba/loongsuite-go. 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?
    pass
    AI named alibaba/loongsuite-go 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 in production, what risks or prerequisites should they evaluate first?
    pass
    AI named alibaba/loongsuite-go 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 solve, and who is the primary audience?
    pass
    AI named alibaba/loongsuite-go explicitly

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

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alibaba/loongsuite-go — 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