REPOGEO REPORT · LITE

ltjed/freephdlabor

Default branch main · commit b8a9ab1a · scanned 6/2/2026, 3:12:56 PM

GitHub: 555 stars · 63 forks

AI VISIBILITY SCORE

40 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 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 ltjed/freephdlabor, 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

highreadme#1

Add a clear disclaimer in the README to counter AI's misinterpretation of 'freephdlabor'

Why:

COPY-PASTE FIX

Add the following sentence immediately after the H3 ('customizing your own research lab...'): **Important Note:** 'freephdlabor' refers to *AI-driven automation of scientific research*, not human labor.

mediumreadme#2

Strengthen README's differentiation from generic AI agents and general research tools

Why:

CURRENT

**freephdlabor** is an open-source multiagent framework that automates the complete scientific research lifecycle—from hypothesis generation through experimentation to publication-ready manuscripts.

COPY-PASTE FIX

**freephdlabor** is an open-source multiagent framework that automates the complete scientific research lifecycle—from hypothesis generation through experimentation to publication-ready manuscripts. *Unlike general-purpose AI agents or research discovery tools, freephdlabor provides a fully autonomous, end-to-end research lab capable of adapting to any scientific domain.*

lowcomparison#3

Create a dedicated 'Comparison with Existing Tools' section in the README

Why:

COPY-PASTE FIX

Add a new top-level section: `## Comparison with Existing Tools` followed by a brief explanation contrasting freephdlabor with generic AI agent frameworks (e.g., AutoGPT, CrewAI) and research discovery platforms (e.g., Elicit, ResearchRabbit), emphasizing its unique end-to-end scientific research automation.

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 ltjed/freephdlabor

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Elicit

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Elicit · recommended 1×
Connected Papers · recommended 1×
ResearchRabbit · recommended 1×
Scite.ai · recommended 1×
Labguru · recommended 1×

CATEGORY QUERY
How can I automate the entire scientific research process, from idea to publication?
you: not recommended
AI recommended (in order):
1. Elicit
2. Connected Papers
3. ResearchRabbit
4. Scite.ai
5. Labguru
6. Benchling
7. OpenTrons (OpenTrons/opentrons)
8. Python
9. NumPy (numpy/numpy)
10. Pandas (pandas-dev/pandas)
11. SciPy (scipy/scipy)
12. scikit-learn (scikit-learn/scikit-learn)
13. Jupyter Notebooks (jupyter/notebook)
14. Tableau
15. Power BI
16. MATLAB
17. Overleaf
18. Zotero
19. Mendeley
20. Grammarly
21. DeepL Write
22. arXiv
23. bioRxiv
24. medRxiv
25. Editorial Manager
26. ScholarOne Manuscripts
AI recommended 26 alternatives but never named ltjed/freephdlabor. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for an autonomous multi-agent system to conduct domain-specific scientific research 24/7.
you: not recommended
AI recommended (in order):
1. AutoGPT
2. BabyAGI
3. LangChain Agents
4. OpenAI Assistants API
5. CrewAI
6. MetaGPT
7. Microsoft AutoGen
AI recommended 7 alternatives but never named ltjed/freephdlabor. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
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 ltjed/freephdlabor?
pass
AI named ltjed/freephdlabor explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts ltjed/freephdlabor in production, what risks or prerequisites should they evaluate first?
pass
AI named ltjed/freephdlabor 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 ltjed/freephdlabor solve, and who is the primary audience?
pass
AI named ltjed/freephdlabor explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

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HTML

<a href="https://repogeo.com/en/r/ltjed/freephdlabor"><img src="https://repogeo.com/badge/ltjed/freephdlabor.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite