RRepoGEO

REPOGEO REPORT · LITE

Repcz/Tool

Default branch X · commit 3c0c17e2 · scanned 6/3/2026, 11:52:39 AM

GitHub: 971 stars · 126 forks

AI VISIBILITY SCORE
35 /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
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 Repcz/Tool, 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 to clearly state project's purpose as LLM tool orchestration

    Why:

    CURRENT
    # Tool
    COPY-PASTE FIX
    Repcz/Tool is a lightweight, efficient, and highly extensible Python framework designed for Large Language Models (LLMs) to effectively utilize and orchestrate external tools via function calling. It provides a collection of utility functions primarily serving AI developers and researchers building LLM agents for complex tasks.
  • hightopics#2
    Update repository topics to reflect LLM tool orchestration

    Why:

    CURRENT
    filters, profile
    COPY-PASTE FIX
    llm-agents, tool-use, function-calling, ai-tools, deepseek, orchestration
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root. Given the existing restrictions in the README (e.g., '禁止 FORK'), ensure the chosen license accurately reflects the intended usage terms, and consider explicitly stating the license in the README for clarity.

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 Repcz/Tool
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Anthropic Claude · recommended 1×
  3. Google Gemini · recommended 1×
  4. Microsoft Azure OpenAI Service · recommended 1×
  5. Cohere Command R+ · recommended 1×
  • CATEGORY QUERY
    Seeking a robust AI assistant for various tasks, utilizing modern large language models effectively.
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Anthropic Claude
    3. Google Gemini
    4. Microsoft Azure OpenAI Service
    5. Cohere Command R+
    6. Meta Llama 3
    7. Mistral AI

    AI recommended 7 alternatives but never named Repcz/Tool. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which AI tools offer advanced content filtering capabilities and user profile management features?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Moderation API
    2. Google Cloud Content Moderation
    3. Amazon Rekognition
    4. Amazon Comprehend
    5. Microsoft Azure Content Moderator
    6. Sightengine
    7. Hive Moderation

    AI recommended 7 alternatives but never named Repcz/Tool. 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 Repcz/Tool?
    pass
    AI named Repcz/Tool explicitly

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

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

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

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Repcz/Tool — 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