RRepoGEO

REPOGEO REPORT · LITE

SamuelSchmidgall/AgentLaboratory

Default branch main · commit d9017d90 · scanned 6/27/2026, 1:57:19 AM

GitHub: 5,709 stars · 794 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /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
2 / 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 SamuelSchmidgall/AgentLaboratory, 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
    llm-agents, research-automation, autonomous-agents, ai-research, workflow-automation, scientific-research, agent-framework, agentrxiv
  • highreadme#2
    Add a concise value proposition to the README's opening

    Why:

    COPY-PASTE FIX
    After the H1 title, add: "Agent Laboratory is an end-to-end autonomous research workflow designed to empower human researchers by automating the implementation and validation of their research ideas using advanced LLM agents. It provides a structured environment for developing, testing, and evaluating AI agents specifically tailored for scientific inquiry and cumulative knowledge building, including the novel AgentRxiv framework for collaborative agent research."
  • mediumhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://agentlaboratory.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 SamuelSchmidgall/AgentLaboratory
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. AutoGPT · recommended 1×
  3. BabyAGI · recommended 1×
  4. LangChain · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    Looking for a system to automate the entire research process using AI agents.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. BabyAGI
    3. LangChain
    4. LlamaIndex
    5. Elicit
    6. Scite.ai
    7. Perplexity AI
    8. ChatGPT Plus
    9. GPT-4 API

    AI recommended 9 alternatives but never named SamuelSchmidgall/AgentLaboratory. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an LLM-powered assistant to help with implementing and validating research ideas.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Plus / Enterprise
    2. Claude 3 Opus
    3. Perplexity AI (Pro)
    4. Elicit
    5. GitHub Copilot
    6. Google Gemini Advanced

    AI recommended 6 alternatives but never named SamuelSchmidgall/AgentLaboratory. 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 SamuelSchmidgall/AgentLaboratory?
    pass
    AI did not name SamuelSchmidgall/AgentLaboratory — 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 SamuelSchmidgall/AgentLaboratory in production, what risks or prerequisites should they evaluate first?
    pass
    AI named SamuelSchmidgall/AgentLaboratory 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 SamuelSchmidgall/AgentLaboratory solve, and who is the primary audience?
    pass
    AI named SamuelSchmidgall/AgentLaboratory explicitly

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

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SamuelSchmidgall/AgentLaboratory — 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