RRepoGEO

REPOGEO REPORT · LITE

SamuelSchmidgall/AgentLaboratory

Default branch main · commit d9017d90 · scanned 5/16/2026, 6:32:33 AM

GitHub: 5,595 stars · 781 forks

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, scientific-research, autonomous-agents, ai-assistant, research-workflow, agent-framework
  • highreadme#2
    Clarify the core purpose in the README's opening

    Why:

    COPY-PASTE FIX
    Add the following as the very first paragraph of the README, immediately after the title and any badges/language links: 'Agent Laboratory is an end-to-end autonomous research workflow designed to assist human researchers in implementing their research ideas, moving beyond mere agent development to provide active support in the research process.'
  • 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
AutoGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 1×
  2. LangChain · recommended 1×
  3. LlamaIndex · recommended 1×
  4. BabyAGI · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    How can I automate research idea implementation using LLM agents?
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. LangChain
    3. LlamaIndex
    4. BabyAGI
    5. CrewAI
    6. OpenAI Assistants API
    7. Hugging Face Transformers Agents

    AI recommended 7 alternatives but never named SamuelSchmidgall/AgentLaboratory. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an AI assistant to accelerate scientific research and experiment design.
    you: not recommended
    AI recommended (in order):
    1. AlphaFold
    2. ChemGPT
    3. Galactica
    4. Elicit
    5. ChatGPT/GPT-4
    6. DeepMind's GNoME
    7. IBM Watson Discovery/Knowledge Studio

    AI recommended 7 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 named SamuelSchmidgall/AgentLaboratory explicitly

    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 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?

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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