RRepoGEO

REPOGEO REPORT · LITE

smallnest/goclaw

Default branch master · commit e05c79d4 · scanned 6/4/2026, 11:23:05 PM

GitHub: 586 stars · 115 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 smallnest/goclaw, 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
    Reposition the README H1 and opening paragraph to explicitly state purpose and clarify misidentifications

    Why:

    CURRENT
    # goclaw (🐾 狗爪)

Go 语言版本的 OpenClaw - 一个功能强大的 AI Agent 框架。
    COPY-PASTE FIX
    # goclaw (🐾 狗爪): A Powerful Go-based AI Agent Framework

**This project is an open-source AI assistant framework for Go, inspired by OpenClaw. It is NOT an OpenAPI generator or an AWS CloudWatch Logs client.**
  • mediumtopics#2
    Add more specific Go-related AI agent topics

    Why:

    CURRENT
    ai-agent, ai-agents, llm, openclaw, openclaw-skills
    COPY-PASTE FIX
    ai-agent, ai-agents, llm, openclaw, openclaw-skills, go-ai, go-agent, golang-ai, ai-framework, agent-framework
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/smallnest/goclaw

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 smallnest/goclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Go-Ollama
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Go-Ollama · recommended 1×
  2. Go-OpenAI · recommended 1×
  3. LangChain Go · recommended 1×
  4. gRPC · recommended 1×
  5. Protocol Buffers · recommended 1×
  • CATEGORY QUERY
    What are the best Go libraries for building AI assistants with custom tools?
    you: not recommended
    AI recommended (in order):
    1. Go-Ollama
    2. Go-OpenAI
    3. LangChain Go
    4. gRPC
    5. Protocol Buffers
    6. Gin
    7. Echo
    8. Cobra

    AI recommended 8 alternatives but never named smallnest/goclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an AI agent framework supporting various communication channels and browser automation features.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. MetaGPT
    5. Haystack
    6. CrewAI
    7. Microsoft Semantic Kernel

    AI recommended 7 alternatives but never named smallnest/goclaw. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 smallnest/goclaw?
    pass
    AI named smallnest/goclaw explicitly

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

  • If a team adopts smallnest/goclaw in production, what risks or prerequisites should they evaluate first?
    pass
    AI named smallnest/goclaw 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 smallnest/goclaw solve, and who is the primary audience?
    pass
    AI named smallnest/goclaw explicitly

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

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smallnest/goclaw — 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