RRepoGEO

REPOGEO REPORT · LITE

DAMO-NLP-SG/CoI-Agent

Default branch main · commit ac94317f · scanned 6/16/2026, 3:07:31 AM

GitHub: 506 stars · 30 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 DAMO-NLP-SG/CoI-Agent, 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
    Add a concise, differentiating opening sentence to the README

    Why:

    COPY-PASTE FIX
    This repository provides the official implementation of CoI-Agent, an innovative framework that leverages multiple LLM agents to iteratively generate and refine novel research ideas, moving beyond traditional literature review tools.
  • mediumhomepage#2
    Add the online demo URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://coi-agent.github.io/

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 DAMO-NLP-SG/CoI-Agent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Elicit
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Elicit · recommended 2×
  2. Semantic Scholar · recommended 2×
  3. Scite.ai · recommended 2×
  4. ChatGPT · recommended 1×
  5. Perplexity AI · recommended 1×
  • CATEGORY QUERY
    How can I leverage large language models to generate novel research ideas?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Perplexity AI
    3. Elicit
    4. Semantic Scholar
    5. Scite.ai
    6. Bard

    AI recommended 6 alternatives but never named DAMO-NLP-SG/CoI-Agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help automate scientific literature review and paper analysis using AI?
    you: not recommended
    AI recommended (in order):
    1. Elicit
    2. Scite.ai
    3. ResearchRabbit
    4. Connected Papers
    5. Semantic Scholar
    6. Iris.ai
    7. Litmaps

    AI recommended 7 alternatives but never named DAMO-NLP-SG/CoI-Agent. 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 DAMO-NLP-SG/CoI-Agent?
    pass
    AI named DAMO-NLP-SG/CoI-Agent explicitly

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

  • If a team adopts DAMO-NLP-SG/CoI-Agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named DAMO-NLP-SG/CoI-Agent 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 DAMO-NLP-SG/CoI-Agent solve, and who is the primary audience?
    pass
    AI named DAMO-NLP-SG/CoI-Agent explicitly

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

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MARKDOWN (README)
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DAMO-NLP-SG/CoI-Agent — 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