REPOGEO REPORT · LITE

butterbase-ai/butterbase-oss

Default branch main · commit 65c4d171 · scanned 6/1/2026, 10:02:16 PM

GitHub: 1,018 stars · 94 forks

AI VISIBILITY SCORE

35 /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

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 butterbase-ai/butterbase-oss, 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

Emphasize Postgres foundation in README to counter database misidentification

Why:

CURRENT

Butterbase gives you the building blocks for AI-driven applications without lock-in: a Postgres-backed backend with row-level security, serverless functions, an LLM gateway, realtime subscriptions, key-value store, file storage, RAG, durable per-key actors, and a built-in **Model Context Protocol (MCP) server** so agents can operate your backend with tools instead of glue code.

COPY-PASTE FIX

Butterbase is a robust, Postgres-first backend-as-a-service, giving you the building blocks for AI-driven applications without lock-in. It features row-level security, serverless functions, an LLM gateway, realtime subscriptions, key-value store, file storage, RAG, durable per-key actors, and a built-in **Model Context Protocol (MCP) server** so agents can operate your backend with tools instead of glue code.

highhomepage#2
Add homepage URL to repository metadata
Why:
COPY-PASTE FIX
```
https://butterbase.ai
```

mediumreadme#3

Refine README's main heading to highlight comprehensive BaaS nature

Why:

CURRENT

<p align="center"><strong>AI-native, open-source backend-as-a-service.</strong><br/>Postgres · Auth · Storage · Functions · AI Gateway · MCP server</p>

COPY-PASTE FIX

<p align="center"><strong>Butterbase: The complete AI-native, open-source backend-as-a-service.</strong><br/>Postgres · Auth · Storage · Functions · AI Gateway · MCP server</p>

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 butterbase-ai/butterbase-oss

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Supabase

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Supabase · recommended 1×
PostgreSQL · recommended 1×
pg_embedding · recommended 1×
OpenAI · recommended 1×
HuggingFace · recommended 1×

CATEGORY QUERY
I need an open-source backend-as-a-service with integrated AI capabilities.
you: not recommended
AI recommended (in order):
1. Supabase
2. PostgreSQL
3. pg_embedding
4. OpenAI
5. HuggingFace
6. Appwrite
7. Google Cloud AI
8. Nhost
9. Hasura
10. Parse Platform
11. Strapi
AI recommended 11 alternatives but never named butterbase-ai/butterbase-oss. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a self-hostable BaaS solution offering Postgres, authentication, and serverless functions.
you: not recommended
AI recommended (in order):
1. Supabase (supabase/supabase)
2. Appwrite (appwrite/appwrite)
3. Nhost (nhost/nhost)
4. PocketBase (pocketbase/pocketbase)
5. Directus (directus/directus)
6. Hasura (hasura/graphql-engine)
7. Auth0
8. Keycloak (keycloak/keycloak)
9. OpenFaaS (openfaas/faas)
10. Knative (knative/serving)
AI recommended 10 alternatives but never named butterbase-ai/butterbase-oss. 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 butterbase-ai/butterbase-oss?
pass
AI named butterbase-ai/butterbase-oss explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts butterbase-ai/butterbase-oss in production, what risks or prerequisites should they evaluate first?
pass
AI named butterbase-ai/butterbase-oss 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 butterbase-ai/butterbase-oss solve, and who is the primary audience?
pass
AI named butterbase-ai/butterbase-oss 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