RRepoGEO

REPOGEO REPORT · LITE

wangziqi06/724-office

Default branch master · commit 710db20f · scanned 5/24/2026, 1:23:16 PM

GitHub: 1,028 stars · 167 forks

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 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 wangziqi06/724-office, 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
  • hightopics#1
    Add specific topics for AI agent systems

    Why:

    COPY-PASTE FIX
    ai-agent, llm-agent, python, self-evolving-ai, production-ready, tool-use, multi-agent-system, generative-ai, autonomous-agent
  • highreadme#2
    Reposition the README's opening to clearly state the project's purpose and unique approach

    Why:

    CURRENT
    A production-running AI agent built in **~10,000 lines of pure Python** with **zero framework dependency**. No LangChain, no LlamaIndex, no CrewAI -- just the standard library + a few small packages.
    COPY-PASTE FIX
    7/24 Office is a **self-evolving, production-ready AI agent system** designed for 24/7 operation. Built in **~10,000 lines of pure Python** with **zero framework dependency** (no LangChain, LlamaIndex, or CrewAI), it offers a modular architecture with 36 tools and advanced features like a nudge system and AI mirror.
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/wangziqi06/724-office

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 wangziqi06/724-office
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 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. deepset-ai/haystack · recommended 1×
  3. run-llama/llama_index · recommended 1×
  4. pydantic/pydantic · recommended 1×
  5. tiangolo/fastapi · recommended 1×
  • CATEGORY QUERY
    How to build a robust, production-ready AI agent system using pure Python without large frameworks?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Haystack (deepset-ai/haystack)
    3. LlamaIndex (run-llama/llama_index)
    4. Pydantic (pydantic/pydantic)
    5. FastAPI (tiangolo/fastapi)
    6. Django (django/django)
    7. Flask (pallets/flask)
    8. Requests (psf/requests)
    9. SQLAlchemy Core (sqlalchemy/sqlalchemy)
    10. Redis-Py (redis/redis-py)
    11. Loguru (Delgan/loguru)

    AI recommended 11 alternatives but never named wangziqi06/724-office. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI agent architecture that supports self-evolution, tool integration, and 24/7 operation.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. LangChain Agents
    4. CrewAI
    5. Microsoft AutoGen
    6. OpenAI Assistants API

    AI recommended 6 alternatives but never named wangziqi06/724-office. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 wangziqi06/724-office?
    pass
    AI named wangziqi06/724-office explicitly

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

  • If a team adopts wangziqi06/724-office in production, what risks or prerequisites should they evaluate first?
    pass
    AI named wangziqi06/724-office 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 wangziqi06/724-office solve, and who is the primary audience?
    pass
    AI did not name wangziqi06/724-office — 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?

Embed your GEO score

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wangziqi06/724-office — 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