RRepoGEO

REPOGEO REPORT · LITE

craft-ai-agents/craft-agents-oss

Default branch main · commit 556c59a7 · scanned 6/30/2026, 11:41:28 PM

GitHub: 6,596 stars · 909 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
17 /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
1 / 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 craft-ai-agents/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
    Craft Agents is an open-source application providing an intuitive, document-centric UI for building and orchestrating multiple AI agents. It enables seamless multitasking, API connectivity, and session sharing, built with Agent Native software principles.
  • highreadme#2
    Reposition the README's H1 to highlight core differentiators

    Why:

    CURRENT
    # Craft Agents
    COPY-PASTE FIX
    # Craft Agents: An Intuitive, Document-Centric UI for Multitasking AI Agents

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 craft-ai-agents/craft-agents-oss
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 2×
  2. LangChain · recommended 2×
  3. Haystack · recommended 1×
  4. OpenAI Assistants API · recommended 1×
  5. Rasa · recommended 1×
  • CATEGORY QUERY
    How can I build highly customizable AI agent applications with a document-centric workflow?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. OpenAI Assistants API
    5. Rasa
    6. PyPDF2
    7. python-docx
    8. Sentence Transformers
    9. FAISS
    10. Annoy
    11. NLTK
    12. SpaCy

    AI recommended 12 alternatives but never named craft-ai-agents/craft-agents-oss. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help orchestrate multiple AI agents with intuitive UI and API connectivity?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Microsoft Semantic Kernel
    3. CrewAI
    4. AutoGen
    5. LlamaIndex
    6. FlowiseAI
    7. Dify

    AI recommended 7 alternatives but never named craft-ai-agents/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 craft-ai-agents/craft-agents-oss?
    pass
    AI did not name craft-ai-agents/craft-agents-oss — 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?

  • If a team adopts craft-ai-agents/craft-agents-oss in production, what risks or prerequisites should they evaluate first?
    pass
    AI named craft-ai-agents/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 craft-ai-agents/craft-agents-oss solve, and who is the primary audience?
    pass
    AI did not name craft-ai-agents/craft-agents-oss — 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?

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craft-ai-agents/craft-agents-oss — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
craft-ai-agents/craft-agents-oss — RepoGEO report