RRepoGEO

REPOGEO REPORT · LITE

BCG-X-Official/agentkit

Default branch main · commit 80f4a0bb · scanned 5/21/2026, 5:03:10 AM

GitHub: 1,945 stars · 268 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
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 BCG-X-Official/agentkit, 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
    Update repository description to reflect deprecated status

    Why:

    CURRENT
    Starter-kit to build constrained agents with Nextjs, FastAPI and Langchain
    COPY-PASTE FIX
    DEPRECATED: A historical starter-kit for building constrained agents with Nextjs, FastAPI and Langchain. No longer actively maintained.
  • mediumtopics#2
    Add 'deprecated' and 'archive' topics

    Why:

    CURRENT
    fastapi, full-stack, genai, genai-chatbot, genai-poc, langchain, langchain-python, nextjs, openai, react, starter, starter-kit, template, vercel
    COPY-PASTE FIX
    fastapi, full-stack, genai, genai-chatbot, genai-poc, langchain, langchain-python, nextjs, openai, react, starter, starter-kit, template, vercel, deprecated, archive

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 BCG-X-Official/agentkit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
facebook/react
Recommended in 5 of 2 queries
COMPETITOR LEADERBOARD
  1. facebook/react · recommended 5×
  2. vercel/next.js · recommended 4×
  3. OpenAI API · recommended 2×
  4. langchain-ai/langchain · recommended 2×
  5. tiangolo/fastapi · recommended 2×
  • CATEGORY QUERY
    How to quickly build a full-stack generative AI agent application?
    you: not recommended
    AI recommended (in order):
    1. Vercel AI SDK
    2. Next.js (vercel/next.js)
    3. OpenAI API
    4. Anthropic API
    5. Streamlit (streamlit/streamlit)
    6. Hugging Face Transformers (huggingface/transformers)
    7. LangChain.js (langchain-ai/langchainjs)
    8. LangChain (langchain-ai/langchain)
    9. FastAPI (tiangolo/fastapi)
    10. React (facebook/react)
    11. Vue.js (vuejs/core)
    12. LlamaIndex (run-llama/llama_index)
    13. Flask (pallets/flask)
    14. Gradio (gradio-app/gradio)

    AI recommended 14 alternatives but never named BCG-X-Official/agentkit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a full-stack starter kit for an AI-powered conversational agent.
    you: not recommended
    AI recommended (in order):
    1. Botpress (botpress/botpress)
    2. Rasa Open Source (RasaHQ/rasa)
    3. React (facebook/react)
    4. Next.js (vercel/next.js)
    5. Dialogflow ES
    6. Dialogflow CX
    7. Firebase
    8. Google Cloud Functions
    9. React (facebook/react)
    10. Next.js (vercel/next.js)
    11. Microsoft Bot Framework (microsoft/botframework-sdk)
    12. Azure Bot Service
    13. React (facebook/react)
    14. Angular (angular/angular)
    15. Vue (vuejs/core)
    16. OpenAI API
    17. GPT-3
    18. GPT-4
    19. LangChain (langchain-ai/langchain)
    20. FastAPI (tiangolo/fastapi)
    21. Node.js (nodejs/node)
    22. Express (expressjs/express)
    23. React (facebook/react)
    24. Next.js (vercel/next.js)

    AI recommended 24 alternatives but never named BCG-X-Official/agentkit. 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 BCG-X-Official/agentkit?
    pass
    AI named BCG-X-Official/agentkit explicitly

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

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

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

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BCG-X-Official/agentkit — 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