RRepoGEO

REPOGEO REPORT · LITE

openJiuwen-ai/jiuwenswarm

Default branch develop · commit de0f7999 · scanned 6/5/2026, 9:32:22 AM

GitHub: 900 stars · 175 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 openJiuwen-ai/jiuwenswarm, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    AI Agent, Multi-Agent System, Swarm Intelligence, LLM Agent, Task Automation, Huawei Cloud MaaS, Xiaoyi Open Platform, Python
  • highhomepage#2
    Add the official project homepage URL

    Why:

    COPY-PASTE FIX
    Add the official project homepage URL (e.g., https://openjiuwen.ai or a dedicated project site) to the repository's 'About' section.
  • highreadme#3
    Reposition the README's H1 and tagline to emphasize multi-agent swarm

    Why:

    CURRENT
    # JiuwenSwarm
> Your On-Call AI Butler — Bringing Intelligence to Your Fingertips
    COPY-PASTE FIX
    # JiuwenSwarm: A Multi-Agent AI System for Collective Intelligence
> Your On-Call AI Butler — Bringing Swarm Intelligence to Your Fingertips

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 openJiuwen-ai/jiuwenswarm
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Botpress
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Botpress · recommended 1×
  2. Rasa · recommended 1×
  3. Open Assistant · recommended 1×
  4. LocalAI · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    Looking for an intelligent AI agent that integrates with messaging apps and supports self-hosting.
    you: not recommended
    AI recommended (in order):
    1. Botpress
    2. Rasa
    3. Open Assistant
    4. LocalAI
    5. Haystack

    AI recommended 5 alternatives but never named openJiuwen-ai/jiuwenswarm. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good Python frameworks for building multi-agent AI systems for task automation?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. CrewAI
    3. AutoGen
    4. SPADE
    5. Mesa
    6. PyTorch
    7. TensorFlow

    AI recommended 7 alternatives but never named openJiuwen-ai/jiuwenswarm. 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 openJiuwen-ai/jiuwenswarm?
    pass
    AI named openJiuwen-ai/jiuwenswarm explicitly

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

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

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

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openJiuwen-ai/jiuwenswarm — 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