RRepoGEO

REPOGEO REPORT · LITE

clacky-ai/openclacky

Default branch main · commit bf08bf6c · scanned 6/9/2026, 1:02:08 PM

GitHub: 946 stars · 83 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 clacky-ai/openclacky, 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 and clarify the README's core value proposition

    Why:

    CURRENT
    # OpenClacky

[](https://github.com/clacky-ai/openclacky/actions)
...
**The most Token-efficient open-source AI Agent.**
    COPY-PASTE FIX
    # OpenClacky

OpenClacky is the most token-efficient open-source AI Agent framework, designed for complex tasks and robust tool integration. It is not a keyboard sound generator.

[](https://github.com/clacky-ai/openclacky/actions)
  • mediumtopics#2
    Expand and refine repository topics

    Why:

    CURRENT
    agent, openclaw, skills
    COPY-PASTE FIX
    ai-agent, agent-framework, token-efficiency, llm-agent, open-source-ai, tool-integration, subagent-routing
  • lowreadme#3
    Reinforce AI agent identity in 'Why OpenClacky?' section

    Why:

    CURRENT
    ## Why OpenClacky?

Same task, how much do you pay? Under comparable agent workloads, OpenClacky saves a large amount of Token spend compared to mainstream alternatives.
    COPY-PASTE FIX
    ## Why OpenClacky?

OpenClacky is a powerful open-source AI agent framework built for complex, real-world tasks. When evaluating agent workloads, how much do you pay? OpenClacky saves a large amount of Token spend compared to mainstream alternatives.

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 clacky-ai/openclacky
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
microsoft/autogen
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. microsoft/autogen · recommended 1×
  2. joaomdmoura/crewai · recommended 1×
  3. langchain-ai/langchain · recommended 1×
  4. run-llama/llama_index · recommended 1×
  5. deepset-ai/haystack · recommended 1×
  • CATEGORY QUERY
    What are the most token-efficient open-source AI agent frameworks for complex tasks?
    you: not recommended
    AI recommended (in order):
    1. AutoGen (microsoft/autogen)
    2. CrewAI (joaomdmoura/crewai)
    3. LangChain (langchain-ai/langchain)
    4. LlamaIndex (run-llama/llama_index)
    5. Haystack (deepset-ai/haystack)
    6. OpenDevin (OpenDevin/OpenDevin)

    AI recommended 6 alternatives but never named clacky-ai/openclacky. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source AI agent framework with strong tool integration and subagent routing.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. CrewAI
    5. Haystack
    6. Marvin

    AI recommended 6 alternatives but never named clacky-ai/openclacky. 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 clacky-ai/openclacky?
    pass
    AI named clacky-ai/openclacky explicitly

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

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