RRepoGEO

REPOGEO REPORT · LITE

jd-opensource/OxyGent

Default branch main · commit 5f3fb6f1 · scanned 5/22/2026, 4:36:53 AM

GitHub: 1,926 stars · 267 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
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 jd-opensource/OxyGent, 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's opening to clearly state Python multi-agent system framework

    Why:

    CURRENT
    <h3 align="center"> An advanced Python framework that empowers developers to quickly build production-ready intelligent systems. </h3>
    COPY-PASTE FIX
    <h3 align="center"> OxyGent: A Python framework for building modular, observable, and evolvable multi-agent intelligent systems. </h3>
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    python, multi-agent-systems, mas, ai-framework, agent-framework, modular-ai, evolvable-ai, observable-ai
  • mediumreadme#3
    Clarify the existing license in the README

    Why:

    COPY-PASTE FIX
    This project is licensed under [Specify License Name(s) here, e.g., 'a custom license combining Apache 2.0 and MIT terms']. See the [LICENSE](LICENSE) file for details.

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 jd-opensource/OxyGent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mesa
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mesa · recommended 2×
  2. SPADE · recommended 1×
  3. Pyro4 · recommended 1×
  4. Ray · recommended 1×
  5. Gymnasium · recommended 1×
  • CATEGORY QUERY
    What are good Python frameworks for building modular and evolvable multi-agent intelligent systems?
    you: not recommended
    AI recommended (in order):
    1. Mesa
    2. SPADE
    3. Pyro4
    4. Ray
    5. Gymnasium
    6. PettingZoo
    7. SimPy

    AI recommended 7 alternatives but never named jd-opensource/OxyGent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I build observable and production-ready multi-agent systems efficiently?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. AutoGen
    3. CrewAI
    4. Haystack
    5. Mesa
    6. OpenAI Assistants API

    AI recommended 6 alternatives but never named jd-opensource/OxyGent. 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 jd-opensource/OxyGent?
    pass
    AI named jd-opensource/OxyGent explicitly

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

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

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

Embed your GEO score

Drop this badge into the README of jd-opensource/OxyGent. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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HTML
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jd-opensource/OxyGent — 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