RRepoGEO

REPOGEO REPORT · LITE

Danau5tin/multi-agent-coding-system

Default branch main · commit e71b8032 · scanned 5/24/2026, 4:46:45 PM

GitHub: 1,373 stars · 176 forks

AI VISIBILITY SCORE
22 /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
1 / 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 Danau5tin/multi-agent-coding-system, 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
    multi-agent-system, ai-agents, autonomous-coding, code-generation, llm-orchestration, terminalbench, stanford-benchmark, agent-framework
  • highreadme#2
    Reposition the README H1 to clarify its role as a framework

    Why:

    CURRENT
    # 🤓 Orchestrator: A multi-agent AI coder. Reached #13 on Stanford's TerminalBench. Open sourced!
    COPY-PASTE FIX
    # 🤓 Orchestrator: A multi-agent AI coding *system* and *framework*. Reached #13 on Stanford's TerminalBench. Open sourced!
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Danau5tin/multi-agent-coding-system

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 Danau5tin/multi-agent-coding-system
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 1×
  2. CrewAI · recommended 1×
  3. LangChain · recommended 1×
  4. LlamaIndex · recommended 1×
  5. Haystack · recommended 1×
  • CATEGORY QUERY
    How can I build an AI system that coordinates multiple agents for complex coding tasks?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. CrewAI
    3. LangChain
    4. LlamaIndex
    5. Haystack
    6. OpenAI Assistants API
    7. Microsoft AutoGen

    AI recommended 7 alternatives but never named Danau5tin/multi-agent-coding-system. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a high-performing multi-agent AI framework for autonomous code generation and problem-solving.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT (Significant-Gravitas/AutoGPT)
    2. AgentGPT (AgentGPT/AgentGPT)
    3. LangChain (langchain-ai/langchain)
    4. MetaGPT (geekan-com/MetaGPT)
    5. CrewAI (joaomdmoura/crewAI)
    6. OpenDevin (OpenDevin/OpenDevin)

    AI recommended 6 alternatives but never named Danau5tin/multi-agent-coding-system. 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 Danau5tin/multi-agent-coding-system?
    pass
    AI did not name Danau5tin/multi-agent-coding-system — 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?

  • If a team adopts Danau5tin/multi-agent-coding-system in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Danau5tin/multi-agent-coding-system 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 Danau5tin/multi-agent-coding-system solve, and who is the primary audience?
    pass
    AI did not name Danau5tin/multi-agent-coding-system — 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?

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Danau5tin/multi-agent-coding-system — 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