REPOGEO REPORT · LITE

alfredfrancis/ai-chatbot-framework

Default branch master · commit 5f57f99a · scanned 5/23/2026, 2:57:05 PM

GitHub: 2,155 stars · 747 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

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 alfredfrancis/ai-chatbot-framework, 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 README opening to emphasize "low-code platform"

Why:

CURRENT

AI Chatbot Framework is an open-source, self-hosted, DIY Chatbot building platform built in Python. With this tool, it’s easy to create Natural Language conversational scenarios with no coding efforts whatsoever.

COPY-PASTE FIX

AI Chatbot Framework is an open-source, self-hosted, **low-code platform** for building AI-powered conversational agents in Python. It provides a complete, DIY solution to create Natural Language scenarios with minimal coding.

mediumhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://your-project-homepage.com
```

lowreadme#3

Add an explicit "Who is this for?" or "Problem Solved" section to README

Why:

COPY-PASTE FIX

## Who is this for?
This platform is designed for developers and teams who want to build and deploy self-hosted, AI-powered chatbots with a low-code approach. It's for those seeking a complete solution for conversational AI without deep AI expertise.

## Problem Solved
AI Chatbot Framework addresses the complexity of building custom AI chatbots by offering a unified, easy-to-use platform. It enables rapid development of intelligent conversational agents with NLU and tool-calling capabilities, reducing development time and effort.

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 alfredfrancis/ai-chatbot-framework

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Rasa Open Source

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Rasa Open Source · recommended 1×
Botpress · recommended 1×
Mindmeld · recommended 1×
OpenDialog · recommended 1×
Tock · recommended 1×

CATEGORY QUERY
What are some self-hosted, low-code platforms for building AI-powered conversational agents?
you: not recommended
AI recommended (in order):
1. Rasa Open Source
2. Botpress
3. Mindmeld
4. OpenDialog
5. Tock
AI recommended 5 alternatives but never named alfredfrancis/ai-chatbot-framework. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a Python framework to build custom AI chatbots with NLU and tool-calling capabilities.
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Haystack
4. Rasa
5. OpenAI Python Library
6. Guidance
AI recommended 6 alternatives but never named alfredfrancis/ai-chatbot-framework. 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 alfredfrancis/ai-chatbot-framework?
pass
AI named alfredfrancis/ai-chatbot-framework explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts alfredfrancis/ai-chatbot-framework in production, what risks or prerequisites should they evaluate first?
pass
AI named alfredfrancis/ai-chatbot-framework 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 alfredfrancis/ai-chatbot-framework solve, and who is the primary audience?
pass
AI did not name alfredfrancis/ai-chatbot-framework — 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

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

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/alfredfrancis/ai-chatbot-framework.svg)](https://repogeo.com/en/r/alfredfrancis/ai-chatbot-framework)

HTML

<a href="https://repogeo.com/en/r/alfredfrancis/ai-chatbot-framework"><img src="https://repogeo.com/badge/alfredfrancis/ai-chatbot-framework.svg" alt="RepoGEO" /></a>

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alfredfrancis/ai-chatbot-framework — 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