REPOGEO REPORT · LITE

AI4Finance-Foundation/FinNLP

Default branch main · commit be4dfd5c · scanned 6/20/2026, 3:22:38 PM

GitHub: 1,462 stars · 274 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)

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

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 AI4Finance-Foundation/FinNLP, 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

finance, nlp, llm, financial-nlp, large-language-models, data-science, python, finetuning, financial-data, machine-learning

highreadme#2

Reposition the README's opening paragraph to clarify its framework identity

Why:

CURRENT

FinNLP provides a playground for all people interested in LLMs and NLP in Finance. Here we provide full pipelines for LLM training and finetuning in the field of finance.

COPY-PASTE FIX

FinNLP is an open-source Python framework providing comprehensive pipelines for large language model (LLM) training and finetuning specifically for financial natural language processing (NLP) tasks. It offers tools for internet-scale financial data acquisition, preprocessing, and model development, serving researchers and practitioners in financial AI.

mediumabout#3

Update the repository description to emphasize the LLM/NLP framework aspect

Why:

CURRENT

Democratizing Internet-scale financial data.

COPY-PASTE FIX

An open-source Python framework for large language model (LLM) training and finetuning on internet-scale financial data, providing full NLP pipelines for finance.

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 AI4Finance-Foundation/FinNLP

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Bloomberg Terminal/Bloomberg Data License

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Bloomberg Terminal/Bloomberg Data License · recommended 1×
Refinitiv Eikon/Refinitiv Data Platform · recommended 1×
FactSet · recommended 1×
NewsAPI.org · recommended 1×
Alpha Vantage · recommended 1×

CATEGORY QUERY
How can I efficiently gather internet-scale financial news data for NLP model training?
you: not recommended
AI recommended (in order):
1. Bloomberg Terminal/Bloomberg Data License
2. Refinitiv Eikon/Refinitiv Data Platform
3. FactSet
4. NewsAPI.org
5. Alpha Vantage
6. Common Crawl
7. Scrapy
AI recommended 7 alternatives but never named AI4Finance-Foundation/FinNLP. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a Python framework to finetune large language models on financial text data.
you: not recommended
AI recommended (in order):
1. Hugging Face Transformers (huggingface/transformers)
2. PyTorch Lightning (Lightning-AI/lightning)
3. Keras (keras-team/keras)
4. DeepSpeed (microsoft/DeepSpeed)
5. Ludwig (ludwig-ai/ludwig)
AI recommended 5 alternatives but never named AI4Finance-Foundation/FinNLP. 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 AI4Finance-Foundation/FinNLP?
pass
AI named AI4Finance-Foundation/FinNLP explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts AI4Finance-Foundation/FinNLP in production, what risks or prerequisites should they evaluate first?
pass
AI named AI4Finance-Foundation/FinNLP 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 AI4Finance-Foundation/FinNLP solve, and who is the primary audience?
pass
AI named AI4Finance-Foundation/FinNLP explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of AI4Finance-Foundation/FinNLP. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/AI4Finance-Foundation/FinNLP.svg)](https://repogeo.com/en/r/AI4Finance-Foundation/FinNLP)

HTML

<a href="https://repogeo.com/en/r/AI4Finance-Foundation/FinNLP"><img src="https://repogeo.com/badge/AI4Finance-Foundation/FinNLP.svg" alt="RepoGEO" /></a>

Pro

Subscribe to Pro for deep diagnoses

AI4Finance-Foundation/FinNLP — 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