REPOGEO REPORT · LITE
SUFE-AIFLM-Lab/Fin-R1
Default branch main · commit 06ead1e6 · scanned 6/15/2026, 7:23:00 AM
GitHub: 796 stars · 84 forks
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 SUFE-AIFLM-Lab/Fin-R1, 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.
- hightopics#1Add specific topics for financial LLM and reasoning
Why:
COPY-PASTE FIXfinancial-llm, large-language-model, financial-reasoning, qwen, risk-control, esg-analysis, nlp, finance
- highlicense#2Create a LICENSE file and clarify license in README
Why:
CURRENT(no LICENSE file detected)
COPY-PASTE FIXCreate a `LICENSE` file in the repository root, using the Apache-2.0 template. Additionally, add a clear statement like 'Fin-R1 is licensed under the Apache-2.0 License.' to the README's introductory section.
- highreadme#3Add a prominent English summary to the main README
Why:
CURRENT<h1>Fin-R1:通过强化学习驱动的金融推理大模型</h1>
COPY-PASTE FIXInsert the following English summary at the very beginning of the `README.md` file, before any existing content: `# Fin-R1: A Large Language Model for Complex Financial Reasoning` followed by: `Fin-R1 is a large language model for complex financial reasoning developed and open-sourced with the joint efforts of the SUFE-AIFLM-Lab at the School of Statistics and Data Science, Shanghai University of Finance and Economics and FinStep.AI. It specializes in financial code, calculations, risk control, and ESG analysis.`
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.
- BloombergGPT · recommended 1×
- GPT-4 · recommended 1×
- GPT-4 Turbo · recommended 1×
- Claude 3 Opus · recommended 1×
- Llama 3 · recommended 1×
- CATEGORY QUERYWhat are the best large language models for complex financial reasoning tasks?you: not recommendedAI recommended (in order):
- BloombergGPT
- GPT-4
- GPT-4 Turbo
- Claude 3 Opus
- Llama 3
- Gemini 1.5 Pro
AI recommended 6 alternatives but never named SUFE-AIFLM-Lab/Fin-R1. This is the gap to close.
Show full AI answer
- CATEGORY QUERYSeeking a cost-effective large language model for financial risk control and ESG analysis.you: not recommendedAI recommended (in order):
- GPT-3.5 Turbo
- Llama 2
- Mistral 7B
- Cohere Command
- Google PaLM 2
- Falcon 7B / 40B
- Hugging Face
AI recommended 7 alternatives but never named SUFE-AIFLM-Lab/Fin-R1. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenessfail
Suggestion:
- README presencepass
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 SUFE-AIFLM-Lab/Fin-R1?passAI named SUFE-AIFLM-Lab/Fin-R1 explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts SUFE-AIFLM-Lab/Fin-R1 in production, what risks or prerequisites should they evaluate first?passAI named SUFE-AIFLM-Lab/Fin-R1 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 SUFE-AIFLM-Lab/Fin-R1 solve, and who is the primary audience?passAI did not name SUFE-AIFLM-Lab/Fin-R1 — 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?
Embed your GEO score
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SUFE-AIFLM-Lab/Fin-R1 — 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