REPOGEO REPORT · LITE

seratch/ChatGPT-in-Slack

Default branch main · commit 94845aac · scanned 6/12/2026, 12:02:59 AM

GitHub: 515 stars · 186 forks

AI VISIBILITY SCORE

22 /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

1 / 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 seratch/ChatGPT-in-Slack, 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 clarify project type and differentiators

Why:

CURRENT

Introducing a transformative app for Slack users, specifically designed to enhance your communication with ChatGPT! This app enables seamless interaction with ChatGPT via Slack channels, optimizing your planning and writing processes by leveraging AI technology.

COPY-PASTE FIX

Introducing `ChatGPT in Slack`, a self-hosted, open-source Slack application designed to seamlessly integrate ChatGPT's AI capabilities directly into your team's communication. This deployable app allows users to interact with ChatGPT via Slack channels, optimizing planning and writing processes by leveraging AI technology, offering greater control over data and costs compared to generic bot-building platforms.

mediumhomepage#2
Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIX
```
https://github.com/seratch/ChatGPT-in-Slack
```

lowtopics#3

Add more specific topics to reinforce project identity

Why:

CURRENT

ai, aws, chatbot, chatbots, chatgpt, lambda-functions, openai, productivity, productivity-tools, python, python3, serverless, slack

COPY-PASTE FIX

ai, aws, chatbot, chatbots, chatgpt, lambda-functions, openai, productivity, productivity-tools, python, python3, serverless, slack, slack-app, slack-integration, self-hosted

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 seratch/ChatGPT-in-Slack

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Amazon Lex

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Amazon Lex · recommended 2×
Microsoft Bot Framework · recommended 1×
Dialogflow · recommended 1×
Rasa · recommended 1×
Botpress · recommended 1×

CATEGORY QUERY
How to integrate a conversational AI assistant directly into a team chat application?
you: not recommended
AI recommended (in order):
1. Microsoft Bot Framework
2. Dialogflow
3. Rasa
4. Amazon Lex
5. Botpress
6. Twilio Autopilot
7. Slack API
8. Microsoft Graph API
AI recommended 8 alternatives but never named seratch/ChatGPT-in-Slack. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are options for building a custom AI chatbot using Python and serverless functions?
you: not recommended
AI recommended (in order):
1. AWS Lambda
2. Amazon Lex
3. Amazon DynamoDB
4. Google Cloud Functions
5. Dialogflow ES
6. Dialogflow CX
7. Google Cloud Firestore
8. Azure Functions
9. Azure Bot Service
10. Azure Cognitive Services
11. LUIS
12. Azure Cosmos DB
13. OpenAI API
14. Vercel
15. Netlify
16. FastAPI (tiangolo/fastapi)
17. Flask (pallets/flask)
18. Upstash Redis
19. Rasa (RasaHQ/rasa)
20. EC2
21. Kubernetes (kubernetes/kubernetes)
22. AWS Fargate
23. Google Cloud Run
24. PostgreSQL
25. MongoDB
AI recommended 25 alternatives but never named seratch/ChatGPT-in-Slack. 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 seratch/ChatGPT-in-Slack?
pass
AI did not name seratch/ChatGPT-in-Slack — 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?
If a team adopts seratch/ChatGPT-in-Slack in production, what risks or prerequisites should they evaluate first?
pass
AI named seratch/ChatGPT-in-Slack 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 seratch/ChatGPT-in-Slack solve, and who is the primary audience?
pass
AI did not name seratch/ChatGPT-in-Slack — 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 seratch/ChatGPT-in-Slack. 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/seratch/ChatGPT-in-Slack.svg)](https://repogeo.com/en/r/seratch/ChatGPT-in-Slack)

HTML

<a href="https://repogeo.com/en/r/seratch/ChatGPT-in-Slack"><img src="https://repogeo.com/badge/seratch/ChatGPT-in-Slack.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