REPOGEO REPORT · LITE

fogbender/b2b-saaskit

Default branch main · commit 2e90319c · scanned 6/14/2026, 3:33:11 PM

GitHub: 675 stars · 62 forks

AI VISIBILITY SCORE

33 /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

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 fogbender/b2b-saaskit, 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 H1 and opening paragraph to emphasize full-stack, code-based B2B features

Why:

CURRENT

# Welcome to the B2B SaaS Kit!

The B2B SaaS Kit is an open-source starter toolkit for developers looking to quickly stand up a SaaS product where the customer can be a team of users (i.e., a business).

COPY-PASTE FIX

# B2B SaaS Kit: The Open-Source Full-Stack Starter for Multi-Tenant Web Apps

The B2B SaaS Kit is an open-source, full-stack starter toolkit for developers building B2B SaaS products that require multi-tenancy and team management. It provides a complete, code-based foundation, differentiating it from no-code platforms.

mediumtopics#2

Add specific B2B feature topics

Why:

CURRENT

astro, b2b, doppler, posthog, react, saas, supabase, toolkit, typescript, vercel

COPY-PASTE FIX

astro, b2b, doppler, multi-tenancy, posthog, react, rbac, saas, saas-starter, supabase, team-management, toolkit, typescript, vercel

lowreadme#3

Add a 'Who is this for?' section to clarify target audience and differentiate from alternatives

Why:

COPY-PASTE FIX

## Who is this for? (And who it's not for)

This kit is designed for developers who want to build a full-stack B2B SaaS application with code, leveraging modern frameworks like Astro and React. It provides a complete, opinionated starting point with essential B2B features built-in. If you're looking for a no-code solution (like Bubble or Webflow) or just individual backend services (like Supabase or PostgreSQL without a full frontend), this kit might not be the right fit.

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 fogbender/b2b-saaskit

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Bubble

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Bubble · recommended 1×
Webflow · recommended 1×
Memberstack · recommended 1×
Outseta · recommended 1×
Stripe · recommended 1×

CATEGORY QUERY
How to quickly build a B2B SaaS application with minimal initial investment?
you: not recommended
AI recommended (in order):
1. Bubble
2. Webflow
3. Memberstack
4. Outseta
5. Stripe
6. Softr
7. Airtable
8. Google Sheets
9. Adalo
10. Glide
11. Firebase
12. React
13. Vue
14. Angular
15. Firestore
16. Cloud Functions
17. Stripe Atlas
18. Stripe Connect
AI recommended 18 alternatives but never named fogbender/b2b-saaskit. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What open-source full-stack toolkit helps build multi-tenant B2B apps with React/Astro?
you: not recommended
AI recommended (in order):
1. Supabase
2. PostgreSQL
3. Payload CMS
4. Node.js
5. Express
6. MongoDB
7. Appwrite
8. Hasura
9. Go
10. Gin
11. Python
12. FastAPI
13. Medusa
AI recommended 13 alternatives but never named fogbender/b2b-saaskit. 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 fogbender/b2b-saaskit?
pass
AI did not name fogbender/b2b-saaskit — 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 fogbender/b2b-saaskit in production, what risks or prerequisites should they evaluate first?
pass
AI named fogbender/b2b-saaskit 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 fogbender/b2b-saaskit solve, and who is the primary audience?
pass
AI named fogbender/b2b-saaskit explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite