RRepoGEO

REPOGEO REPORT · LITE

eumemic/ai-legion

Default branch master · commit a6bfba15 · scanned 5/9/2026, 11:42:33 PM

GitHub: 1,427 stars · 173 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 eumemic/ai-legion, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify Node.js as the core technology in the README's opening

    Why:

    CURRENT
    # AI Legion: an LLM-powered autonomous agent platform

A framework for autonomous agents who can work together to accomplish tasks.
    COPY-PASTE FIX
    # AI Legion: an LLM-powered autonomous agent platform for Node.js

A Node.js framework for autonomous agents who can work together to accomplish tasks.
  • mediumreadme#2
    Add a 'Features' section to the README

    Why:

    COPY-PASTE FIX
    ## Features

- Collaborative multi-agent architecture
- LLM-powered decision making
- Web search capabilities (Google Custom Search)
- Console-based interaction for real-time agent communication
- Extensible framework for custom agent actions

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 eumemic/ai-legion
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. microsoft/autogen · recommended 1×
  3. joaomdmoura/crewai · recommended 1×
  4. deepset-ai/haystack · recommended 1×
  5. run-llama/llama_index · recommended 1×
  • CATEGORY QUERY
    How can I build a system where multiple AI agents collaborate on tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. AutoGen (microsoft/autogen)
    3. CrewAI (joaomdmoura/crewai)
    4. Haystack (deepset-ai/haystack)
    5. LlamaIndex (run-llama/llama_index)
    6. OpenAI Assistants API

    AI recommended 6 alternatives but never named eumemic/ai-legion. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Node.js framework helps create autonomous AI agents for complex workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain.js
    2. LlamaIndex.TS
    3. NestJS
    4. Temporal.io
    5. AdonisJS
    6. Express.js

    AI recommended 6 alternatives but never named eumemic/ai-legion. 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 eumemic/ai-legion?
    pass
    AI named eumemic/ai-legion explicitly

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

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

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

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eumemic/ai-legion — 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