RRepoGEO

REPOGEO REPORT · LITE

Ingenimax/agent-sdk-go

Default branch main · commit 8112e595 · scanned 6/9/2026, 2:21:41 AM

GitHub: 570 stars · 126 forks

AI VISIBILITY SCORE
33 /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
2 / 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 Ingenimax/agent-sdk-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
    Clarify the framework's standalone nature in the README's opening

    Why:

    CURRENT
    A powerful Go framework for building production-ready AI agents that seamlessly integrates memory management, tool execution, multi-LLM support, and enterprise features into a flexible, extensible architecture.
    COPY-PASTE FIX
    Ingenimax/agent-sdk-go is a powerful, standalone Go framework for building production-ready AI agents. It provides a complete, flexible architecture for memory management, tool execution, multi-LLM support, and enterprise features, enabling you to build and deploy autonomous agents without external platform dependencies.
  • mediumtopics#2
    Add more specific topics to highlight framework capabilities

    Why:

    CURRENT
    agentic-ai, agents, framework, golang
    COPY-PASTE FIX
    agentic-ai, agents, framework, golang, llm-agents, ai-framework, multi-llm, tool-use, memory-management, observability, guardrails
  • lowreadme#3
    Add descriptive text to the Discord link in the README

    Why:

    CURRENT
    [](https://discord.com/invite/MjJbDG2nQZ)
    COPY-PASTE FIX
    [Join our Discord server](https://discord.com/invite/MjJbDG2nQZ)

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 Ingenimax/agent-sdk-go
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain Go
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain Go · recommended 2×
  2. Go-OpenAI · recommended 1×
  3. PostgreSQL · recommended 1×
  4. Redis · recommended 1×
  5. MongoDB · recommended 1×
  • CATEGORY QUERY
    How can I build production-ready AI agents using Go with memory and tool support?
    you: not recommended
    AI recommended (in order):
    1. LangChain Go
    2. Go-OpenAI
    3. PostgreSQL
    4. Redis
    5. MongoDB
    6. Qdrant
    7. Weaviate
    8. Pinecone
    9. Go-Gemini
    10. ollama-go
    11. MySQL
    12. GORM
    13. Milvus
    14. zap
    15. logrus
    16. OpenTelemetry
    17. Prometheus

    AI recommended 17 alternatives but never named Ingenimax/agent-sdk-go. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Go framework helps develop AI agents with multi-LLM support and enterprise guardrails?
    you: not recommended
    AI recommended (in order):
    1. LangChain Go
    2. sashabaranov/go-openai (github.com/sashabaranov/go-openai)
    3. anthropic-ai/anthropic-go (github.com/anthropic-ai/anthropic-go)
    4. Google Gemini Go SDK
    5. gRPC
    6. Temporal.io
    7. NATS.io

    AI recommended 7 alternatives but never named Ingenimax/agent-sdk-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 Ingenimax/agent-sdk-go?
    pass
    AI named Ingenimax/agent-sdk-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 Ingenimax/agent-sdk-go in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name Ingenimax/agent-sdk-go — likely talking about a different project

    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 Ingenimax/agent-sdk-go solve, and who is the primary audience?
    pass
    AI named Ingenimax/agent-sdk-go explicitly

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

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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