REPOGEO REPORT · LITE

paulpierre/RasaGPT

Default branch main · commit 2f105103 · scanned 5/10/2026, 12:32:58 AM

GitHub: 2,465 stars · 254 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 paulpierre/RasaGPT, 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

Reposition the README's opening paragraph to emphasize 'platform'

Why:

CURRENT

💬 RasaGPT is the first headless LLM chatbot platform built on top of Rasa and Langchain. It is boilerplate and a reference implementation of Rasa and Telegram utilizing an LLM library like Langchain for indexing, retrieval and context injection.

COPY-PASTE FIX

💬 RasaGPT is the first headless LLM chatbot platform built on top of Rasa and Langchain, offering a complete, ready-to-deploy solution for conversational AI. It integrates Rasa's robust dialogue management with Langchain's LLM capabilities for advanced indexing, retrieval, and context injection.

mediumtopics#2

Add more specific 'platform' and 'framework' related topics

Why:

CURRENT

ai, chatbot, chatgpt, fastapi, gpt-3, gpt-4, langchain, llama-index, llm, ml, openai, rasa, rasa-chatbot, rasa-core, rasa-nlu, telegram, telegram-bot

COPY-PASTE FIX

ai, chatbot, chatgpt, fastapi, gpt-3, gpt-4, langchain, llama-index, llm, ml, openai, rasa, rasa-chatbot, rasa-core, rasa-nlu, telegram, telegram-bot, conversational-ai-platform, llm-platform, ai-assistant-framework, headless-ai

lowreadme#3

Reframe the 'Why RasaGPT?' section to highlight platform benefits

Why:

CURRENT

RasaGPT works out of the box. A lot of the implementing headaches were sorted out so you don’t have to, including:

COPY-PASTE FIX

RasaGPT provides a production-ready, integrated platform that eliminates common development hurdles, allowing you to focus on your bot's intelligence. Key benefits include:

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 paulpierre/RasaGPT

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

langchain-ai/langchain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

langchain-ai/langchain · recommended 1×
OpenAI API · recommended 1×
huggingface/transformers · recommended 1×
chroma-core/chroma · recommended 1×
Pinecone · recommended 1×

CATEGORY QUERY
How to build a custom LLM chatbot with document context and conversational AI?
you: not recommended
AI recommended (in order):
1. LangChain (langchain-ai/langchain)
2. OpenAI API
3. Hugging Face Transformers (huggingface/transformers)
4. Chroma (chroma-core/chroma)
5. Pinecone
6. Weaviate (weaviate/weaviate)
7. Faiss (facebookresearch/faiss)
8. Annoy (spotify/annoy)
9. Streamlit (streamlit/streamlit)
10. Gradio (gradio-app/gradio)
11. NLTK (nltk/nltk)
12. spaCy (explosion/spaCy)
AI recommended 12 alternatives but never named paulpierre/RasaGPT. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a Python framework to create a headless AI assistant for messaging apps.
you: not recommended
AI recommended (in order):
1. Rasa Open Source
2. Haystack
3. LangChain
4. FastAPI
5. spaCy
6. NLTK
7. Flask
8. Django
AI recommended 8 alternatives but never named paulpierre/RasaGPT. 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 paulpierre/RasaGPT?
pass
AI named paulpierre/RasaGPT explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts paulpierre/RasaGPT in production, what risks or prerequisites should they evaluate first?
pass
AI named paulpierre/RasaGPT 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 paulpierre/RasaGPT solve, and who is the primary audience?
pass
AI named paulpierre/RasaGPT 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)

[![RepoGEO](https://repogeo.com/badge/paulpierre/RasaGPT.svg)](https://repogeo.com/en/r/paulpierre/RasaGPT)

HTML

<a href="https://repogeo.com/en/r/paulpierre/RasaGPT"><img src="https://repogeo.com/badge/paulpierre/RasaGPT.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