RRepoGEO

REPOGEO REPORT · LITE

lukilabs/craft-agents-oss

Default branch main · commit a512da7a · scanned 6/17/2026, 8:51:27 PM

GitHub: 6,291 stars · 862 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 lukilabs/craft-agents-oss, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise 'About' description

    Why:

    COPY-PASTE FIX
    An open-source, UI-driven framework for building, orchestrating, and customizing AI agents with intuitive multitasking, API integration, and a document-centric workflow.
  • mediumreadme#2
    Strengthen the README's opening statement

    Why:

    CURRENT
    Craft Agents is a tool we built so that we (at craft.do) can work effectively with agents. It enables intuitive multitasking, no-fluff connection to any API or Service, sharing sessions, and a more document (vs code) centric workflow - in a beautiful and fluid UI.
    COPY-PASTE FIX
    Craft Agents is an open-source, UI-driven framework for building, orchestrating, and customizing AI agents. It enables intuitive multitasking, no-fluff connection to any API or Service, sharing sessions, and a more document (vs code) centric workflow - all within a beautiful and fluid UI.

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 lukilabs/craft-agents-oss
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Microsoft Semantic Kernel · recommended 1×
  4. Haystack · recommended 1×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    What are the best tools for orchestrating multiple AI agents and integrating with various services?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Microsoft Semantic Kernel
    4. Haystack
    5. AutoGPT
    6. BabyAGI
    7. Airflow
    8. Prefect

    AI recommended 8 alternatives but never named lukilabs/craft-agents-oss. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I build and customize AI agents using a document-centric, prompt-driven workflow?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. Microsoft Semantic Kernel (microsoft/semantic-kernel)
    5. AutoGPT (Significant-Gravitas/AutoGPT)
    6. BabyAGI (yoheinakajima/babyagi)
    7. Guidance (microsoft/guidance)
    8. OpenAI Assistants API

    AI recommended 8 alternatives but never named lukilabs/craft-agents-oss. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 lukilabs/craft-agents-oss?
    pass
    AI named lukilabs/craft-agents-oss explicitly

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

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

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

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lukilabs/craft-agents-oss — 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