RRepoGEO

REPOGEO REPORT · LITE

giselles-ai/giselle

Default branch main · commit 68629c41 · scanned 6/15/2026, 12:16:33 PM

GitHub: 535 stars · 124 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 giselles-ai/giselle, 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 README intro to clarify web-based, no-code AI app builder

    Why:

    CURRENT
    Giselle is an open source AI for agentic workflows, enabling seamless human-AI collaboration.
    COPY-PASTE FIX
    Giselle is an open-source, web-based AI agent studio and no-code app builder, designed for creating and managing agentic workflows and AI applications with seamless human-AI collaboration.
  • mediumtopics#2
    Expand topics with high-traffic terms for AI platforms and workflow automation

    Why:

    CURRENT
    agent, agent-builder, agentic-ai, ai, ai-agent, ai-agents, anthropic, gemini, genai, generative-ai, multiagent, nextjs, no-code, open-source, openai, pnpm, rag, typescript, vercel, workflow
    COPY-PASTE FIX
    agent, agent-builder, agentic-ai, ai, ai-agent, ai-agents, ai-platform, anthropic, gemini, genai, generative-ai, multiagent, nextjs, no-code, open-source, openai, pnpm, rag, typescript, vercel, workflow, workflow-automation, agent-orchestration
  • mediumreadme#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, e.g., '## ✨ Why Giselle? (vs. LangChain, CrewAI, etc.)' explaining how Giselle provides a higher-level, web-based, no-code/low-code studio experience for building and deploying agents, rather than just a framework or library.

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 giselles-ai/giselle
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 2×
  2. run-llama/llama_index · recommended 2×
  3. microsoft/semantic-kernel · recommended 1×
  4. Significant-Gravitas/AutoGPT · recommended 1×
  5. joaomdmoura/crewAI · recommended 1×
  • CATEGORY QUERY
    How can I build custom AI agents and automate complex generative AI workflows easily?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Microsoft Semantic Kernel (microsoft/semantic-kernel)
    4. AutoGPT (Significant-Gravitas/AutoGPT)
    5. CrewAI (joaomdmoura/crewAI)
    6. OpenAI Assistants API
    7. Hugging Face Agents

    AI recommended 7 alternatives but never named giselles-ai/giselle. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source no-code platform to develop multi-agent AI applications with RAG capabilities.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Streamlit (streamlit/streamlit)
    3. Llama 3
    4. Ollama (ollama/ollama)
    5. Chroma (chroma-core/chroma)
    6. FAISS (facebookresearch/faiss)
    7. Weaviate (weaviate/weaviate)
    8. LlamaIndex (run-llama/llama_index)
    9. Gradio (gradio-app/gradio)
    10. FlowiseAI (FlowiseAI/Flowise)
    11. Node-RED (node-red/node-red)
    12. Zapier
    13. Dify (langgenius/dify)
    14. OpenRAG
    15. OpenAI
    16. Anthropic
    17. Qdrant (qdrant/qdrant)

    AI recommended 17 alternatives but never named giselles-ai/giselle. 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 giselles-ai/giselle?
    pass
    AI named giselles-ai/giselle explicitly

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

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

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

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giselles-ai/giselle — 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