RRepoGEO

REPOGEO REPORT · LITE

virgo777/buddyme

Default branch master · commit 35fdb47c · scanned 6/4/2026, 4:32:15 PM

GitHub: 529 stars · 61 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 virgo777/buddyme, 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
    Clarify the README's main heading to state the project's purpose

    Why:

    CURRENT
    # buddyMe

**BuddyMe — 构建更聪明的智能体**
    COPY-PASTE FIX
    # buddyMe: A Lightweight Python AI Agent Framework

**BuddyMe — 构建更聪明的智能体**
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    (Choose and add a standard open-source license file, e.g., MIT, Apache-2.0, or GPL-3.0, to the repository root.)
  • mediumtopics#3
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, llm, agent-framework, python, multi-llm, tool-calling, memory-system, generative-ai

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 virgo777/buddyme
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. Haystack · recommended 2×
  4. CrewAI · recommended 2×
  5. AutoGPT · recommended 1×
  • CATEGORY QUERY
    How to build an AI agent that can automatically break down complex tasks and manage memory?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGPT
    4. OpenAI Function Calling
    5. Haystack
    6. CrewAI

    AI recommended 6 alternatives but never named virgo777/buddyme. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python framework to create flexible AI agents with multi-LLM support and skill integration.
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGen
    5. CrewAI
    6. Marvin

    AI recommended 6 alternatives but never named virgo777/buddyme. 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 virgo777/buddyme?
    pass
    AI named virgo777/buddyme explicitly

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

  • If a team adopts virgo777/buddyme in production, what risks or prerequisites should they evaluate first?
    pass
    AI named virgo777/buddyme 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 virgo777/buddyme solve, and who is the primary audience?
    pass
    AI named virgo777/buddyme explicitly

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

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virgo777/buddyme — 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
virgo777/buddyme — RepoGEO report